{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19d57149-69f9-4e5b-be49-e49e540368a4",
   "metadata": {},
   "source": [
    "# Test with personal photo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c251d9d3-76c9-41ab-821b-8a128979b09f",
   "metadata": {},
   "source": [
    "### Helper (w/o regularization, just early stopping by ssim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "cdcc8a53-43ae-44f5-9abe-81cb153fdacd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_it():\n",
    "    import numpy as np, cupy as cp, cupyx.scipy.signal as cp_signal, matplotlib.pyplot as plt; from skimage import metrics, filters; from scipy import ndimage; from PIL import Image; import warnings; import tifffile\n",
    "    warnings.filterwarnings('ignore'); load_dng = lambda f: (lambda img: (lambda a: a.astype(np.float32)/a.max())(np.array(img)))(Image.open(f)); img = load_dng(fname); print(f\"Loaded. Shape: {img.shape}, range: [{img.min():.3f}, {img.max():.3f}]\")\n",
    "    moffat_psf = lambda size=15, alpha=3, beta=2.0: (lambda y,x,r: (lambda p: p/p.sum())((1/(np.pi*alpha*(1+(r/alpha)**2)) if beta==1.0 else (beta-1)/(np.pi*alpha**2)*(1+(r/alpha)**2)**(-beta))))(*np.mgrid[-size:size+1,-size:size+1], np.hypot(*np.mgrid[-size:size+1,-size:size+1]))\n",
    "    gaussian_psf = lambda size=15, sigma=3: (lambda y,x,r2: (lambda p: p/p.sum())(np.exp(-r2/(2*sigma**2))))(*np.mgrid[-size:size+1,-size:size+1], sum(x**2 for x in np.mgrid[-size:size+1,-size:size+1]))\n",
    "    entropy = lambda im, bins=256: (lambda h,p: -np.sum(p*np.log2(p)) if len(p[p>0]) else 0)(*(lambda h: (h/h.sum(), h/h.sum()))(np.histogram(im.ravel(), bins=bins, range=(0,1))[0]))\n",
    "    extract_random_crops = lambda img, n=6, s=512: [(img[y:y+s, x:x+s], (y,x)) for y,x in [(np.random.randint(0, img.shape[0]-s), np.random.randint(0, img.shape[1]-s)) for _ in range(n)]]\n",
    "    def richardson_lucy_gpu(image, psf, num_iter=30, clip=True):\n",
    "        image_gpu = cp.asarray(image, dtype=cp.float32); psf_gpu = cp.asarray(psf, dtype=cp.float32); psf_mirror_gpu = psf_gpu[::-1, ::-1]; eps = cp.finfo(cp.float32).eps; y_gpu = cp.full_like(image_gpu, 0.5, dtype=cp.float32)\n",
    "        for _ in range(num_iter): blur = cp_signal.convolve2d(y_gpu, psf_gpu, mode='same', boundary='symm'); y_gpu = (lambda rb: cp.clip(y_gpu * rb, 0, 1) if clip else y_gpu * rb)(cp_signal.convolve2d(image_gpu / cp.where(blur < eps, eps, blur), psf_mirror_gpu, mode='same', boundary='symm'))\n",
    "        return cp.asnumpy(y_gpu)\n",
    "    def richardson_lucy_gpu_color(image, psf, num_iter=30, clip=True):\n",
    "        if image.ndim == 2: return richardson_lucy_gpu(image, psf, num_iter, clip)\n",
    "        return np.stack([richardson_lucy_gpu(image[:,:,c], psf, num_iter, clip) for c in range(image.shape[2])], axis=2)\n",
    "    def comprehensive_metrics(original, processed):\n",
    "        if original.ndim == 3: original_gray = original.mean(axis=2); processed_gray = processed.mean(axis=2)\n",
    "        else: original_gray = original; processed_gray = processed\n",
    "        ssim = metrics.structural_similarity(original_gray, processed_gray, data_range=1.0); mse = metrics.mean_squared_error(original_gray, processed_gray); psnr = 100.0 if mse < 1e-10 else 10 * np.log10(1.0 / mse); entropy_orig = entropy(original_gray); entropy_proc = entropy(processed_gray)\n",
    "        grad_orig = filters.sobel(original_gray); grad_proc = filters.sobel(processed_gray); edge_correlation = np.corrcoef(grad_orig.ravel(), grad_proc.ravel())[0,1] if grad_orig.std() > 0 and grad_proc.std() > 0 else 0.0\n",
    "        edge_enhancement = grad_proc.std() / grad_orig.std() if grad_orig.std() > 0 and grad_proc.std() > 0 else 0.0; laplacian_orig = ndimage.laplace(original_gray); laplacian_proc = ndimage.laplace(processed_gray); sharpness_orig = np.var(laplacian_orig); sharpness_proc = np.var(laplacian_proc)\n",
    "        sharpness_ratio = sharpness_proc / (sharpness_orig + 1e-10); local_contrast = lambda img, w=5: np.mean(np.sqrt(np.maximum(ndimage.uniform_filter(img**2, w) - ndimage.uniform_filter(img, w)**2, 0)))\n",
    "        contrast_orig = local_contrast(original_gray); contrast_proc = local_contrast(processed_gray); contrast_ratio = contrast_proc / (contrast_orig + 1e-10)\n",
    "        return {'ssim': ssim, 'psnr': psnr, 'mse': mse, 'entropy_gain': entropy_proc - entropy_orig, 'edge_correlation': edge_correlation, 'edge_enhancement': edge_enhancement, 'sharpness_ratio': sharpness_ratio, 'contrast_ratio': contrast_ratio}\n",
    "    def rl_full_iterations(image, psf, max_iter=30, early_stop_patience=3):\n",
    "        r = []; s = -1; i = 1; b = 0\n",
    "        while i <= max_iter and b < early_stop_patience: d = richardson_lucy_gpu_color(image, psf, num_iter=i, clip=True); m = comprehensive_metrics(image, d); m['iterations'] = i; r.append(m); s, b = (m['ssim'], 0) if m['ssim'] > s else (s, b + 1); i += 1\n",
    "        if b >= early_stop_patience: print(f\"  Early stopping at iteration {i-1} (SSIM={r[-1]['ssim']:.4f})\"); return r\n",
    "    print(\"🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\\n\" + \"=\" * 60 + \"\\n\" + (f\"GPU detected: {(gp:=cp.cuda.runtime.getDeviceProperties(0))['name'].decode()}\\nGPU memory: {gp['totalGlobalMem'] / 1024**3:.1f} GB\" if cp.cuda.runtime.getDeviceCount() > 0 else \"⚠️  No GPU detected! Code will run slower.\") + \"\\n\")\n",
    "    all_results = []; all_deconvolved = []; best_overall_g = {'ssim': -1}; best_overall_m = {'ssim': -1}; best_g_img = None; best_m_img = None\n",
    "    for config in test_configs:\n",
    "        print(f\"\\nTest: size={config['size']}, σ/α={config['param']}, β={config['beta']}\")\n",
    "        psf_g = gaussian_psf(size=config['size'], sigma=config['param']); psf_m = moffat_psf(size=config['size'], alpha=config['param'], beta=config['beta'])\n",
    "        print(\"Computing Gaussian...\"); results_g = rl_full_iterations(img, psf_g, max_iter=max_iter); print(\"Computing Moffat...\"); results_m = rl_full_iterations(img, psf_m, max_iter=max_iter)\n",
    "        best_g_result = max(results_g, key=lambda x: x['ssim']); best_m_result = max(results_m, key=lambda x: x['ssim'])\n",
    "        best_g_img_current = richardson_lucy_gpu_color(img, psf_g, num_iter=best_g_result['iterations'], clip=True); best_m_img_current = richardson_lucy_gpu_color(img, psf_m, num_iter=best_m_result['iterations'], clip=True)\n",
    "        if best_g_result['ssim'] > best_overall_g['ssim']: best_overall_g = best_g_result; best_g_img = best_g_img_current; best_g_config = config\n",
    "        if best_m_result['ssim'] > best_overall_m['ssim']: best_overall_m = best_m_result; best_m_img = best_m_img_current; best_m_config = config\n",
    "        all_results.append({'config': config, 'gaussian': results_g, 'moffat': results_m, 'best_g_metrics': best_g_result, 'best_m_metrics': best_m_result})\n",
    "        all_deconvolved.append({'config': config, 'gaussian_img': best_g_img_current, 'moffat_img': best_m_img_current}); print(f\"\\nBest results:\\nGaussian: SSIM={best_g_result['ssim']:.4f} at iteration {best_g_result['iterations']}\"); print(f\"Moffat:   SSIM={best_m_result['ssim']:.4f} at iteration {best_m_result['iterations']}\")\n",
    "        improvement = (best_m_result['ssim']/best_g_result['ssim']-1)*100 if best_m_result['ssim'] > best_g_result['ssim'] else (best_g_result['ssim']/best_m_result['ssim']-1)*100; print(f\"🏆 {'Moffat' if best_m_result['ssim'] > best_g_result['ssim'] else 'Gaussian'} better by {abs(improvement):.1f}%\")\n",
    "    save_img = lambda arr, fname: tifffile.imwrite(fname, (np.clip(arr, 0, 1) * 65535).astype(np.uint16), compression='none', photometric='rgb' if arr.ndim==3 else 'minisblack')\n",
    "    save_img(best_g_img, 'best_gaussian_deconv.tif'); save_img(best_m_img, 'best_moffat_deconv.tif')\n",
    "    print(f\"\\n💾 Saved best results:\\n   best_gaussian_deconv.tif (σ/α={best_g_config['param']}, SSIM={best_overall_g['ssim']:.4f})\\n   best_moffat_deconv.tif (α={best_m_config['param']}, β={best_m_config['beta']}, SSIM={best_overall_m['ssim']:.4f})\")\n",
    "    print(\"\\n\" + \"=\"*60 + \"\\nDETAILED METRICS COMPARISON\\n\" + \"=\"*60)\n",
    "    for idx, result in enumerate(all_results):\n",
    "        c, g, m = result['config'], result['best_g_metrics'], result['best_m_metrics']\n",
    "        print(f\"\\nConfiguration: σ/α={c['param']}, size={c['size']}\\nBest iterations: Gaussian={g['iterations']}, Moffat={m['iterations']}\\n\\n{'Metric':<20} {'Gaussian':>12} {'Moffat':>12} {'Winner':>15}\\n\" + \"-\"*60)\n",
    "        for name, key, hi in [('SSIM','ssim',1), ('PSNR (dB)','psnr',1), ('MSE','mse',0), ('Edge Correlation','edge_correlation',1), ('Edge Enhancement','edge_enhancement',1), ('Sharpness Ratio','sharpness_ratio',1), ('Contrast Ratio','contrast_ratio',1), ('Entropy Gain','entropy_gain',0)]:\n",
    "            gv, mv = g[key], m[key]; w = ('Gaussian' if (abs(gv)<abs(mv) if key=='entropy_gain' else (gv>mv if hi else gv<mv)) else 'Moffat') + f\" ({'±' if key=='entropy_gain' else '+' if hi else '-'}{abs((max(abs(gv),abs(mv))/min(abs(gv),abs(mv))-1)*100):.1f}%)\"\n",
    "            print(f\"{name:<20} {gv:>12.4f} {mv:>12.4f} {w:>15}\")\n",
    "    print(\"\\n\" + \"=\"*60 + \"\\nVISUAL COMPARISON OF RANDOM CROPS\\n\" + \"=\"*60); best_config_idx = min(1, len(all_deconvolved)-1); best_deconv = all_deconvolved[best_config_idx]; crops_with_pos = extract_random_crops(img, n=6, s=crop_size); fig, axes = plt.subplots(6, 3, figsize=(15, 30))\n",
    "    for i, (crop, (y, x)) in enumerate(crops_with_pos):\n",
    "        axes[i, 0].imshow(crop if crop.ndim==3 else crop, cmap=None if crop.ndim==3 else 'gray'); axes[i, 0].set_title(f'Original (y={y}, x={x})'); axes[i, 0].axis('off')\n",
    "        g_crop = best_deconv['gaussian_img'][y:y+crop_size, x:x+crop_size]; axes[i, 1].imshow(g_crop if g_crop.ndim==3 else g_crop, cmap=None if g_crop.ndim==3 else 'gray'); axes[i, 1].set_title('Gaussian Deconvolved'); axes[i, 1].axis('off')\n",
    "        m_crop = best_deconv['moffat_img'][y:y+crop_size, x:x+crop_size]; axes[i, 2].imshow(m_crop if m_crop.ndim==3 else m_crop, cmap=None if m_crop.ndim==3 else 'gray'); axes[i, 2].set_title('Moffat Deconvolved'); axes[i, 2].axis('off')\n",
    "    plt.tight_layout(); plt.show(); print(\"\\n\" + \"=\"*60 + \"\\nFINAL ANALYSIS\\n\" + \"=\"*60); moffat_wins = sum(1 for r in all_results if r['best_m_metrics']['ssim'] > r['best_g_metrics']['ssim']); gaussian_wins = len(all_results) - moffat_wins\n",
    "    total_improvement_m = sum((r['best_m_metrics']['ssim']/r['best_g_metrics']['ssim']-1)*100 for r in all_results if r['best_m_metrics']['ssim'] > r['best_g_metrics']['ssim'])\n",
    "    total_improvement_g = sum((r['best_g_metrics']['ssim']/r['best_m_metrics']['ssim']-1)*100 for r in all_results if r['best_g_metrics']['ssim'] <= r['best_m_metrics']['ssim'])\n",
    "    print(f\"Moffat wins: {moffat_wins}/{len(test_configs)}\\nGaussian wins: {gaussian_wins}/{len(test_configs)}\"); avg_improvement = (total_improvement_m/moffat_wins if moffat_wins > 0 else 0) if moffat_wins > gaussian_wins else (total_improvement_g/gaussian_wins if gaussian_wins > 0 else 0)\n",
    "    print(f\"\\n✅ {'MOFFAT' if moffat_wins > gaussian_wins else 'GAUSSIAN'} DOMINATES with average advantage {avg_improvement:.1f}%\"); cp.get_default_memory_pool().free_all_blocks(); print(\"\\n✅ Analysis complete!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fb870fc-7efc-4ead-9b03-42c2132a816d",
   "metadata": {},
   "source": [
    "## Tests step by step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7f28e837-9c54-4807-8486-f4986afef60c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 987336\n",
      "drwxrwxr-x  3 user user      4096 Jun 27 15:34 .\n",
      "drwxrwxr-x 17 user user      4096 Jun 29 00:58 ..\n",
      "-rw-rw-r--  1 user user  21178292 Jun 27 15:09 IMG_3341.DNG\n",
      "-rw-rw-r--  1 user user 100421425 Jun 27 15:06 IMG_3344.DNG\n",
      "-rw-rw-r--  1 user user  71302101 Jun 24 21:00 IMG_3352.DNG\n",
      "-rw-rw-r--  1 user user  68868704 Jun 24 21:00 IMG_3353.DNG\n",
      "-rw-rw-r--  1 user user  91114898 Jun 24 21:00 IMG_3354.DNG\n",
      "-rw-rw-r--  1 user user  85980828 Jun 24 21:00 IMG_3355.DNG\n",
      "-rw-rw-r--  1 user user  85318447 Jun 24 21:00 IMG_3356.DNG\n",
      "-rw-rw-r--  1 user user  82787237 Jun 24 21:00 IMG_3357.DNG\n",
      "-rw-rw-r--  1 user user  67705061 Jun 27 15:34 IMG_3365.DNG\n",
      "-rw-rw-r--  1 user user  50043101 Jun 27 15:34 IMG_3366.DNG\n",
      "-rw-rw-r--  1 user user  89314903 Jun 27 15:34 IMG_3367.DNG\n",
      "-rw-rw-r--  1 user user  85322665 Jun 27 15:34 IMG_3368.DNG\n",
      "-rw-rw-r--  1 user user  54947667 Jun 27 15:34 IMG_3369.DNG\n",
      "-rw-rw-r--  1 user user  56659556 Jun 27 15:34 IMG_3370.DNG\n",
      "drwxrwxr-x  2 user user      4096 Jun 24 21:00 .ipynb_checkpoints\n"
     ]
    }
   ],
   "source": [
    "! ls -al RAW*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "91a19cfc-45e0-49a4-a15c-bc741e9e7061",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/user/.local/lib/python3.10/site-packages/cupyx/jit/_interface.py:173: FutureWarning: cupyx.jit.rawkernel is experimental. The interface can change in the future.\n",
      "  cupy._util.experimental('cupyx.jit.rawkernel')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 11 (SSIM=0.8555)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 8 (SSIM=0.9335)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.8594 at iteration 8\n",
      "Moffat:   SSIM=0.9457 at iteration 5\n",
      "🏆 Moffat better by 10.0%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.8594)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9457)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=8, Moffat=5\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.8594       0.9457 Moffat (+10.0%)\n",
      "PSNR (dB)                 33.2625      37.1206 Moffat (+11.6%)\n",
      "MSE                        0.0005       0.0002 Moffat (-143.1%)\n",
      "Edge Correlation           0.6824       0.8827 Moffat (+29.4%)\n",
      "Edge Enhancement           0.8259       0.9305 Moffat (+12.7%)\n",
      "Sharpness Ratio            0.0946       0.2720 Moffat (+187.5%)\n",
      "Contrast Ratio             0.8036       0.9179 Moffat (+14.2%)\n",
      "Entropy Gain               0.0025      -0.0018 Moffat (±36.9%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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kkWN+fsQRR4z7111kWWaHHHLImJ895znPWe+vHN9+++2233772axZs6xer1uz2bT3v//99vjjj9v//d//jausJ3vooYc2+OtCjjrqKJs/f/6Yb3FffPHF9rSnPW3Mn44fcsghdtddd43rv5jBwUE7/PDD7fe//7194QtfsIGBgdHYyJ/0brHFFnbDDTfY/vvvb4cffrjdeuutVqvV5J/mXnHFFTZ37tzor/IwM/ve975nixcvtmuvvdZmzJhh++yzj917773Rz6e8+93vtoMOOsiOOuoou/rqq+3iiy+2Zz/72WM+c+KJJ46rvb7yla+MSfeWt7zFdt55Z3vzm98s6zDSZi94wQvsU5/6lO277752zDHH2I033miPPfbYmD798Y9/bIcddpg973nPs6985St2++2325lnnmnve9/7xvytgAMOOMC22247e8973mNf//rXbdmyZXbrrbfaWWedZfV63Wq19Zfa+fPnW6fTsSVLlmx0OwLARHve855nzWZz9L+PfOQjo7FVq1bZe97zHttuu+2s0WhYo9GwgYEBW716td1///0bXdYuu+xiXV1dduKJJ9rVV19tv/3tb9f7zG677WbLli2zo446ym666aZxf1N8Y+s68k3rESPfYnrq+WJjhaf8arTvfe97tnTpUjv22GPH/G2kTqdjL3/5y+2uu+6y1atX25o1a+zOO++0I488cvRXg23I7bffbvvuu689/elPH/Pz4447ztasWbPe3+Iaz3Mef/zx9r3vfW/Mry658sorbdGiRfasZz3LzNZ9u2uknCfbbbfdbMcdd9zgX4EeMXfuXDvkkEPGfFPtiSeesJtuusne8IY3jJ4Jv/rVr9rs2bPtkEMOGdNWu+yyiy1YsGD0V9KM1GXk220jjjzySNevUwOAvwZ77bWXbbvttvbpT3/afvGLX9hdd90V/fUkt99+u/X399sRRxwx5ucja7xa01O+8IUv2J577mkDAwPWaDSs2WzaFVdc4To3bIyn7r9f/epX7VnPepbtsssuY/aU/ffff8yvObvlllvMzOxtb3tbNO+N3QMXLFhgu+2225ifPfUO44ADDrAFCxaM+Yb1f//3f9tDDz00pt82dt9/shNOOMHWrl075temXXnlldbd3W2ve93rzMzsgQcesF/+8peje+qT2+rAAw+0hx9+ePR8cMcdd9i+++5rm2666Wh+9Xp9g39LAJhMnP7+xs2bN8/6+vrsd7/7nfzcgw8+aH19faP/WvKI8fwV58cff9zMbMwCaLbudznPnTt3XPXs6+sb8zuPzdb9+ofBwcHR///DH/7QXvayl9nee+9tl19+uW2xxRbW1dVlN954o/3Lv/zLmL/SOl5r165dr9yRsk866ST7yEc+Yh/60Ies1WrZ9ddfb+9617vG/JqKOXPm2KxZsza63BFDQ0N22GGH2Xe/+1376le/arvvvvuY+Ej77bffflav10d/vtlmm9nOO+9sP/nJTzaY789//nP70Y9+ZKeccor8PdTPfe5zzczs+c9/vr3iFa+w7bbbzs4666z1fn/aeGVZZscdd5x97WtfswULFmzwd28vWLBgg3+osKG8Rnzxi1+0W2+91b773e/a8uXLx3xueHjYli1bZv39/dZsNkfbbP/99x/zuV122cU222yzMW32tre9zTbddFP78pe/PNq+++yzj9VqNfunf/onO/roo22bbbaxrq4uu+WWW+z1r3+9vexlLzMzs/7+fjv//PPtvPPOs4ULF65X/5Fx5RmXAOAxb9486+3t3eDl7X/+53/amjVr7OGHH17vMvR1r3udffOb37Szzz7bFi1aZDNnzrQsy+zAAw90rWHbbrutfeMb37CLLrrI3va2t9nq1attm222sXe+8512yimnmJnZ61//emu323b55Zfbq171Kut0OrZo0SL7wAc+YC996UujeW9sXZ96DhnZE4uuzSNtPPK7zB955BEzs/UuEZ5s6dKlVqvVLM/z6K+NG/H4449v8Aw2Ut7I2WvEeJ7z6KOPtjPOOMOuuuoqu+CCC+y+++6zu+66a8xfFx/JN1Z26g8GTjjhBLvhhhvs61//uu2///523XXX2dDQ0JjLgkceecSWLVsW/R3xI3/YMVKXBQsWjIlvzPkSAP7aZFlmxx9/vH384x+3wcFB+7u/+7sN/vsHZuvW0QULFqz3Jbb58+dbo9FYby8Zry996Ut25JFH2qtf/Wp797vfbQsWLLBGo2Gf/OQnx/z6lDJsaP994IEHRn/N1lON7CmPPvqo1ev19faUJ9vYPXBDe1F3d/eYvbfRaNjrX/96u/jii23ZsmU2e/Zsu+qqq2yzzTYb8766sfv+k+200062aNEiu/LKK+3EE0+0PM/t2muvtUMPPXT0fmfknHLGGWfYGWecscF8nrz/bqidVNsBk4EL7r9x9Xrd9tlnH7v11lvtT3/60wZfqP70pz/Zj3/8YzvggAPGXKKarf+N7g0ZWdgfeeSRMRd97XbbvWluyOc+9zlrNpv21a9+dcyl9I033ujOc968ebZ06dINxt761rfahRdeaJ/+9KdtcHDQ2u22veUtbxnzmauvvnrcv7P6qX/aPDQ0ZK985SvtjjvusJtuusn23Xff9dKMfAMrlt+Gvjlstu7b22brfvfoeI38A1+/+tWvxp3mqR5++GF729veZrvssovde++9dsYZZ4z5hzPMzM4991z753/+52ReW2211ejvQ7vnnnus3W7b85///PU+d/nll9vll19uX/7yl+2Vr3zlRrXZz372MzvqqKPWG/eLFi2yTqdj999/v22zzTZmZrbddtvZ4sWL7c9//rMtXbrUtt12W1u+fLmdcsop9uIXv3i9skbG1bx585LPCgAToV6v20te8hK77bbb7OGHHx7zojTyb008+fdMmq379xq++tWv2jnnnGP/+I//OPrzkd+v+WQje+/Q0NCYPzzd0LevX/SiF9mLXvQiy/PcfvSjH9nFF19sp556qm266ab22te+1szWfaP4+OOPt9WrV9u3v/1tO+ecc+zggw+2X/3qV7bVVlutl+fG1LVsI/8g1cg/ljWy1l988cUb3KvM1n0RIM9zq9fryX+wce7cufbwww+v9/ORfyDTs7dssskmduihh9o111xjH/jAB+zKK6+0np6e0X+0bKRcs3X7+VPPjA899FCy3P33398233xzu/LKK23//fe3K6+80nbfffcx/9bJyD/4eeutt24wjxkzZoypy5IlS0o9XwJA1Rx33HH2/ve/3y699FL7l3/5l+jn5s6daz/4wQ8shDDmvf7//u//rN1uu99Trr32WnvGM55hn//858fk++R/KLkMa9eutW984xu27bbbju5RI3+4H7tYH3nGpz3taZbnuS1ZsiT6Jb6ie2DM8ccfbx/60Ifsc5/7nL3mNa+xm2++2U499dQx76BF9/3jjz/eTj75ZLv//vvtt7/9rT388MNj7ilG0p955plj/tHnJ9t+++1H67Khv4XM30zGVOOCG3bmmWfaLbfcYieffPKYb6qarfsHqd761rdaCMHOPPNMV/4jl3uf//znR78RbLbuW7fj+ccVxyvLMms0GmPqv3btWvvMZz7jznOHHXaw3/zmNxuMbbbZZvbqV7/aPvGJT9jw8LAdcsghtuWWW475zMivKNlYI9/cvv322+1LX/rSet82HrH77rvbFltsYbfddtvoS7HZuo3u7rvvHv0rR0/N+9prr7Xddttt9K8cj8djjz1mv/jFL2zPPffc6OcxWzeWjjrqKMuyzG655Rb77Gc/a2eccYbtvffeYzbRE0880Q4++OBkfk++PDnuuOM2+C9u77PPPvbKV77STjnllNFnPeCAA6yvr89uueUWO+2000Y/+5Of/MSWLFky5uJh8803tx/96Edj2tbMRv8K2Ib+QGjhwoWjL9rve9/7rL+/3974xjeu97nf/va3Nnfu3PX+ZgMAlGlkz3/LW95iX/ziF6PfaBqRZZmFENb72z6f+tSn1vvHfrfeemszW/e3hEb+sWUzW+9XSj1ZvV633Xff3XbYYQf77Gc/az/5yU9GL7hH9Pf32wEHHGDDw8P2yle+0u69994NXnBvTF3LdPfdd9v5559vW2+99eivZ9tzzz1t9uzZdt9999nb3/52mX6vvfayL3zhC/Yv//Iv0RfWfffd17785S/bQw89NPrtLTOza665xvr6+qKX6CnHH3+8XX/99fZf//Vfdu2119phhx1ms2fPHo2/5CUvMbN1lxdP7uO77rrL7r//fnvve98r86/X6/b617/ePvrRj9p3vvMd+9GPfmSXXXbZmM8cfPDB9rnPfc7yPF/vb6492ci+/9nPftae97znjf78+uuvn9DzJQBUzcKFC+3d7363/fKXv7Rjjz02+rl9993Xrr/+ervxxhvH/NrKkX8IckNfsBqPLMusq6trzOX2kiVLNvi3gJ/6jWavPM/t7W9/uz3++ON2wQUXjP784IMPtvPPP9/mzp1rz3jGM6LpDzjgALvgggvsk5/8pJ177rkb/EzRPTBmxx13tN13392uvPJKy/PchoaG1vuSXNF9/6ijjrJ3vetddtVVV9lvf/tbW7hw4ejfPDZbd3n9zGc+c/QMo+yzzz5288032yOPPDL6Lpvn+ZhfgQJMBS64YXvuuad99KMftVNPPdVe+MIX2tvf/nbbcsst7Q9/+INdcskl9oMf/MA++tGP2h577OHKf6eddrKjjjrKPvKRj4x+e+zee++1j3zkIzZr1qzot4w31kEHHWT/+q//aq973evsxBNPtMcff9w+/OEPy1/BkbL33nvbueeea2vWrLG+vr714qeccsroy9eG/mXiuXPnuv6a7BFHHGG33HKLvfe977W5c+fa97///dHYzJkzR7/pVKvV7N/+7d/syCOPtEMPPdTe+ta32urVq+28886zrq6uDf6hxI033mhLly6Nfnt7+fLl9tKXvtRe97rX2TOf+Uzr7e21X/3qV/a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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 10.0%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 2min 53s, sys: 33.9 s, total: 3min 26s\n",
      "Wall time: 3min 19s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3344.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c31f606-daa8-4117-93fc-e1ef28941ded",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9005)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9416)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9149 at iteration 4\n",
      "Moffat:   SSIM=0.9646 at iteration 3\n",
      "🏆 Moffat better by 5.4%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9149)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9646)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9149       0.9646  Moffat (+5.4%)\n",
      "PSNR (dB)                 27.4858      31.0646 Moffat (+13.0%)\n",
      "MSE                        0.0018       0.0008 Moffat (-128.0%)\n",
      "Edge Correlation           0.8640       0.9447  Moffat (+9.3%)\n",
      "Edge Enhancement           0.8413       0.8888  Moffat (+5.6%)\n",
      "Sharpness Ratio            0.1850       0.2846 Moffat (+53.8%)\n",
      "Contrast Ratio             0.9579       0.9614  Moffat (+0.4%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 5.4%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 48s, sys: 21.6 s, total: 2min 10s\n",
      "Wall time: 2min 10s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3354.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "93a568b8-8725-4133-b3ff-f09385b97bbe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9376)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9580)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9556 at iteration 4\n",
      "Moffat:   SSIM=0.9807 at iteration 3\n",
      "🏆 Moffat better by 2.6%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9556)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9807)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9556       0.9807  Moffat (+2.6%)\n",
      "PSNR (dB)                 31.9759      35.4307 Moffat (+10.8%)\n",
      "MSE                        0.0006       0.0003 Moffat (-121.6%)\n",
      "Edge Correlation           0.8971       0.9563  Moffat (+6.6%)\n",
      "Edge Enhancement           0.9613       0.9695  Moffat (+0.8%)\n",
      "Sharpness Ratio            0.2524       0.3397 Moffat (+34.5%)\n",
      "Contrast Ratio             1.0520       1.0303 Gaussian (+2.1%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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zne8c97nRX6/x5L+mdO2110Yzi9dee+3Ynx1yyCHRzOKll146Lv/OO+8c11133WSbq6qKw8PD8cMf/nCcO3durOt6LG2yv6Jk/fXXjzvuuOOEPx/9Kzm/+MUvxv7sJz/5STSzeMEFF0z43GT+G/Xggw/Goiji6173unF13nHHHWOfveeee2KMMZ522mnRzOKPfvSjcZ99//vfH80sbr/99mN/9tznPjfusMMOE57lnnvuiWYWTzzxRLc/FuX222+Pyy23XPzXf/3X+L3vfS8WRRHf9773jfvM6F+fmsx/Tx77RTnwwANjr9eLP/3pT8f+bOHChdHM4nLLLRc32GCDeOmll8Zvf/vbce+9945mFj/zmc9MKGd0/o3+N3/+/Am/ouep3vnOd0YzS/4alNtvvz2aWTzrrLNkOQDQNhXf+/1+HB4eHvvvyfFxUZ/9+9//Hpdeeun4qU99auzPnxrrRz31r6x+5StfiWYWf/nLXybrePOb3xxXWGEF+TyLOh9Mtq2jbTryyCPHff6UU06JZhbvvfdeWbf6FSUxxviPf/wjmtnYX9t+5JFH4pw5cyb8qrGqquLGG28cX/SiF4392Ste8Yq4wgorxD//+c/J+vfbb784NDQU77rrrnF/vtNOO8XZs2fHhx9+OMb4//fRzjvvPO5zl1566YTYtdlmm8Utt9xy3OfOPPPMaGbxV7/6VYwxxttuu22R/XbjjTdO+JVpT/0VJf/v//2/ODg4OO4zMca47777xlVWWWUs3qZ+1dpNN9007q+ej7blmGOOGfe5iy++eMJZEgCezkZj2k033TS27996660xxhg333zzeOihh8YY44RfUXL22Wcv8p36ox/9aDSz+J3vfGfsz7bZZpu44YYbTqh7zTXXjLvssots3+gZ43Wve13cdNNNx6UtqV9RMmr03ezGG2+MMcZ40kknxaIo4k033TTuc6NnkW9+85sxxhh/+MMfRjOL733ve5NlL04M3Gabbca1Y9QGG2ww7v37qquumtDX/X4/rrbaanGvvfYa+7PJxv1F/YqSY489Ns6aNWvsMzHG+Jvf/CaaWTz99NPH/my99daLm2666YT331133TWuuuqqsaqqGOPIPdCsWbPifffdN67N6623Hr+iBNOKb3AjW/znTzuf+teR99prLzfvD37wAzMz23fffcf9+d577+3+OohRIQTbbbfdxv3ZC17wggl/Dfmaa66xV77ylbb88stbWZZj//jfgw8+aH/+858nVdeT3XPPPYv8NRn777+/rbzyyuO+xX366afbM57xjHE/Md9tt93spptumtR/o+bMmWMHHnigXXjhhXbOOefYQw89ZLfccosdeOCBVpalmZkVxchyPvDAA23OnDl2+OGH24033mgPP/ywXXLJJWN/vWn0c0/uxxSVpqyzzjr22c9+1q644grbddddbeutt7YPfvCD4z6z2mqrTbofXvjCFybrev/7328XX3yxffKTnxz3udGfgj/22GP2zW9+0/bZZx/bfvvt7dJLL7XNNtvMPvzhD08oa4cddrCbbrrJrrnmGvvIRz5il112me21114TfqI+qt/v2wUXXGAbbrhh8tegjM6V//mf/5F9BgDT6YUvfKENDAyM/XfqqaeOpf3973+3d77znbbOOutYr9ezXq9nyyyzjD3yyCN22223LXZdm2yyiQ0ODtrhhx9uF1xwgf33f//3hM+86EUvsocfftj2339/u/LKKyf9TfHFbevoN61HjX6L6alnicUVn/I3j66//np76KGH7JBDDhn3N5TqurYdd9zRbrrpJnvkkUfs0UcftR/84Ae27777jv2arEW55pprbLvttrNnPetZ4/780EMPtUcffdQWLlw47s8n85zz58+366+/ftyvLlmwYIFtvvnm9vznP9/MRr7dNVrPk73oRS+y9ddff5F/BXrU3Llzbbfddhv3TbX//d//tSuvvNJe+9rXjp3/vv71r9sKK6xgu+2227i+2mSTTWzevHljv5JmtC2j324bte+++076LAkATzfbbLONrb322nbeeefZr371K7vpppuSv57kmmuusaWXXtr23nvvcX8+userPd3z5S9/2bbaaitbZpllrNfr2cDAgJ177rlZ54bF8dT4+/Wvf92e//zn2yabbDIupuywww7jfs3Zt771LTMze9Ob3pQse3Fj4Lx58+xFL3rRuD976n3FTjvtZPPmzRv3Detvf/vbds8994wbt8WN+0922GGH2T/+8Y9xvzZtwYIFNjQ0ZAcccICZmd1xxx3229/+diymPrmvdt55Z7v33nvHzgfXXnvt2K8fHVWW5SL/lgAwlTj9YYKVVlrJZs+ebX/4wx/k5+68806bPXv22L+gPGoyf+35wQcfNDMbtymajfyu47lz506qnbNnz7alllpq3J8NDQ2N/aoOM7Of/OQntv3229u2225rn/3sZ+2Zz3ymDQ4O2hVXXGEf+chHxv0118n6xz/+MaHe0brf8IY32Kmnnmof+9jHbHh42C699FI79thjx/1qkTlz5tjyyy+/2PWeddZZFmO0I4880o444ggrisIOPvhgW2WVVezb3/72WL+ttNJKdvXVV9shhxwyduk6d+5c+8QnPmGve93rbPXVVx8rc+7cuWNj8WQPPfTQWFtz7bLLLrbKKqvY/fffb8cee+zYRfyowcFB22STTSZV1lPzjvrQhz5kJ5xwgn3kIx+xN7/5zePSRvtjvfXWszXXXHPsz0MItsMOO9hJJ51kf/7zn8f9sGLFFVe0f/mXfzEzs5e//OW29tpr23777WdXXnml7bHHHhPq/+Y3v2n33XefvfOd70y2fXSu5Mw1AFiSVlppJZs1a9YiL2+/8IUv2KOPPmr33nvvhMvQAw44wL7//e/b+9//ftt8881tueWWsxCC7bzzzll729prr23f+9737JRTTrE3velN9sgjj9hznvMcO+qoo+ytb32rmZkdfPDB1u/37bOf/ezYDxo333xzO+GEE+xVr3pVsuzFbetTzxyj8brpnj3ax6O/y/z+++83M5twifBkDz30kBVFYVVVJX9F3KgHH3xwkeet0fqeGtsn85wHHnigvf3tb7fzzz/fTjrpJPvNb35jN91007i/Lj5abqpu7wcDhx12mF122WX23e9+13bYYQe75JJL7PHHHx93WXD//ffbww8/nPwd8aM/7Bhty7x588alL85ZEgCebkIINn/+fPv0pz9tjz32mD3vec9b5L9/YDayj86bN2/Cl5pWXnll6/V6i3xPnIyvfvWrtu+++9o+++xj//7v/27z5s2zXq9nZ5111rhfn9KGRcXfO+64Y8Kv7xw1GlMeeOABK8tyQkx5ssWNgYuKRUNDQ+Nib6/Xs4MPPthOP/10e/jhh22FFVaw888/31ZddVXbYYcdxtW9OHH/yTbccEPbfPPNbcGCBXb44YdbVVV20UUX2e677z72vj96Tnn7299ub3/72xdZzpPj76L6SfUdMBW44MYEZVnay1/+crv66qvt7rvvXuRL1t13320/+9nPbKeddppw+TiZb/2Obvb333//uAvXfr+fHUgX5Ytf/KINDAzY17/+9XGX0ldccUV2mSuttNLYBfBTvfGNb7STTz7ZzjvvPHvssces3+/bEUccMe4zF1xwwdjvmfQ8+SfQSy+9tH3+85+3T3/60/anP/3JVlttNVtppZVsvfXWsy233HLct5U233xz+81vfmN33nmnPfLII/bc5z537B99fNnLXjb2uY022sguueQS6/f74/L/6le/MjMb+8ZWjiOOOML+9re/2YYbbmhHHXWUbb311rbiiiuOpd9555327Gc/e1JlXXvttRP+wZEPfehD9sEPftA++MEPjvtHx0atvfbaNnv27EWWN9qvT/02+1ON/sT9d7/73SLTzz33XBscHBz3D44+1ehcWWmllWRdANC2siztFa94hX3nO9+xe++9d9yL0ui/K/Hk3zNpNvJvHHz961+34447zt71rneN/fno79d8stE4+/jjj4/7we6ivn299dZb29Zbb21VVdlPf/pTO/300+3oo4+2VVZZxfbbbz8zG/lG8fz58+2RRx6xH/7wh3bcccfZrrvuar/73e/G/eAyp61tG/0HqUZj12gMOP3005N/42eVVVaxqqqsLEv3H2ycO3fuIv/R5tF/IDMn5qy44oq2++6724UXXmgnnHCCLViwwJZaaqmxf7RstF4zs3vvvXfC+fCee+5x691hhx1stdVWswULFtgOO+xgCxYssC222GLcv2sy+g9+Xn311YssY9lllx3Xlvvuu6/VsyQAdM2hhx5qH/jAB+zss8+2j3zkI8nPzZ0712688UaLMY57h//zn/9s/X4/+/3loosusmc/+9n2pS99aVy5T/6Hktvwj3/8w773ve/Z2muvPRajRn+4n7pYH33GZzzjGVZVld13333JL+w1jYEp8+fPt4997GP2xS9+0V7zmtfYVVddZUcfffS4e5amcX/+/Pl25JFH2m233Wb//d//bffee++4O4nR/O9+97vH/aPPT7buuuuOteW+++6bkL6oPwOmEhfcWKR3v/vd9q1vfcuOPPJIu/zyy8dtrlVV2Rvf+EaLMdq73/3urPJHL1m/9KUv2WabbTb251/5ylfG/eOKTYUQrNfrjWv/P/7xD/v85z+fXeZ6661nv//97xeZtuqqq9o+++xjZ555pj3xxBO22267TfgHCkd/RUmuFVdcceyi+KqrrrL/+q//mvAPa45aa621zGzkQvfUU0+11VZbzfbZZ5+x9D322MM++9nP2mWXXTburxRdcMEFttpqq9kWW2yR1cbPfe5zdtFFF9l5551n22yzjW222WY2f/78cT9YGP0VJZMxGkxHHX/88fbBD37Q3ve+99lxxx23yDy9Xs923313+8pXvmJ33nnnuL64+uqrbe2113YPAqN/DW2dddaZkHbffffZN7/5Tdtzzz3lN8VG/+r9k1/eAWC6jMb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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 2.6%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 48s, sys: 21.7 s, total: 2min 10s\n",
      "Wall time: 2min 10s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3355.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8d67da8-dca0-42de-b1d1-c89d7c11c530",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 6 (SSIM=0.9480)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9594)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9603 at iteration 3\n",
      "Moffat:   SSIM=0.9822 at iteration 3\n",
      "🏆 Moffat better by 2.3%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9603)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9822)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=3, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9603       0.9822  Moffat (+2.3%)\n",
      "PSNR (dB)                 33.2392      35.9936  Moffat (+8.3%)\n",
      "MSE                        0.0005       0.0003 Moffat (-88.6%)\n",
      "Edge Correlation           0.8969       0.9599  Moffat (+7.0%)\n",
      "Edge Enhancement           0.8725       0.9920 Moffat (+13.7%)\n",
      "Sharpness Ratio            0.1886       0.3661 Moffat (+94.1%)\n",
      "Contrast Ratio             0.9675       1.0451  Moffat (+8.0%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 2.3%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 39s, sys: 20.1 s, total: 1min 59s\n",
      "Wall time: 1min 58s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3356.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e9a65115-b9f3-4203-87b1-9125bb404975",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9379)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9602)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9526 at iteration 4\n",
      "Moffat:   SSIM=0.9795 at iteration 3\n",
      "🏆 Moffat better by 2.8%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9526)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9795)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9526       0.9795  Moffat (+2.8%)\n",
      "PSNR (dB)                 31.6309      35.1035 Moffat (+11.0%)\n",
      "MSE                        0.0007       0.0003 Moffat (-122.5%)\n",
      "Edge Correlation           0.8897       0.9537  Moffat (+7.2%)\n",
      "Edge Enhancement           0.9446       0.9605  Moffat (+1.7%)\n",
      "Sharpness Ratio            0.2181       0.3148 Moffat (+44.4%)\n",
      "Contrast Ratio             1.0291       1.0155 Gaussian (+1.3%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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o9eEzzzwTt19BQUHcV8+jdRk7dmzcfnPnzi11fQkAVVl0TSsoKIjN+5999pkxxphOnTqZ4cOHG2NMqVeU3H///WXeZ0fv2ZYsWRL7rFu3bqZdu3alyk70Gs1dRa8xzjnnHNOxY8e4bRX1ipKo6P3au+++a4zZeb+clpZmCgoK4vaLXou89NJLxhhj3njjDSPJXHXVVQnz3pM1sFu3bnH1iDrggANMr169Yv+9cOHCUm1dVFRkmjRpYk499dTYZ+Vd98t6Rclll11mcnJyYvsYY8yqVauMJDN16tTYZ23atDEdO3Ys9dravn37mvz8/NhrTE8//XSTk5Nj1q1bF1fnNm3a8IoSJBVPcKNczP//y+buXz0+9dRTXdO+/vrrkqRBgwbFfT5w4MBSr25IxHEc9evXL+6zgw8+uNRXjl999VUdd9xxqlOnjtLT05WRkaFrrrlGGzZs0C+//FKusna1Zs2aMl/tMWTIEDVq1CjuKe6pU6dqr732ivvreL9+/VRQUFCuf7u64oorYnW3if6ld++999YzzzyjXr166ZRTTtHixYuVlpZm/Wvu1Vdfrblz5+rOO+/UoYceWq728Ovyyy/XSSedpCFDhmjWrFmaOnWqDjrooLh9Ro0aVa72ev7552Npou2wbds2vfTSSzrttNN0wgknaN68eTrkkEN0/fXXl9r3yCOP1EMPPaSePXtq6NChmj9/vn799dcyn8yXdj6ZPWvWLLVr1y7ha1AaNmyogoICvfXWW5o+fbo2btyoY489VmvXri21b6NGjVRSUqJ169btWSMCQAAOPfRQZWRkxP7dcccdsW1//vmnJkyYoP3220+RSESRSEQ1a9bU5s2b9cUXX+xxWR06dFBmZqZGjRqlWbNm6T//+U+pfQ4//PDYj/cuWLCg3E+K72ldo09aR0WfYtr9+mJPmd1ejfb2229r48aNGjZsWNy3kUpKSnTiiSeqoKBAmzdv1pYtW/T6669r0KBBsddcleXVV19Vz5491axZs7jPhw8fri1btpT6Fld5jnPEiBF6++23415dMmPGDHXq1EkHHnigpJ1Pd0XL2dXhhx+utm3blvkV6KgGDRqoX79+cU+q/fbbb1qwYIHOPvvs2DXhCy+8oLp166pfv35xbdWhQwfl5eXFXkkTrUv06baoQYMGlfv6EgCqmm7duqlVq1Z65JFH9Omnn6qgoCDh60leffVV1ahRQwMHDoz7PDrH2+Z0N0899ZS6du2qmjVrKhKJKCMjQw8//LCn64Y9sfv6+8ILL+jAAw9Uhw4d4taUXr16xb3mbNGiRZKkCy+8MGHee7oG5uXl6fDDD4/7bPcYRu/evZWXlxf3hPXLL7+sNWvWxPXbnq77uxo5cqS2bt0a99q0GTNmKCsrS2eccYYk6euvv9aXX34ZW1N3bas+ffpo7dq1seuD5cuXq2fPnmrcuHEsv/T09HK9whMIEld/1VzDhg2Vm5urb7/91rrf6tWrlZubG/u15KjyfMV5w4YNkhQ3AUo730vcoEGDctUzNzdX2dnZcZ9lZWVp27Ztsf9+7733dMIJJ6h79+6aPn269t57b2VmZmr+/Pm66aab4r7SWl5bt24tVW607PPOO0933HGHbrvtNhUWFmrevHm67LLL4t7rXL9+fdWpU2ePynzvvfc0bdo0Pfvss9q2bVvsGKOv7ti0aZNycnKUlZUVa7/jjjsu7jUm+fn5at++vT788MMyy7juuut044036qabbtJFF120R/Xzw3EcDR8+XC+++KLy8vLKfPd2Xl5emX9UKCuvqGg7tGnTRs2bN4/bp1evXpo8ebJ++eUXNWrUKLZvr1694vLr0KGD8vPzE7bZSy+9pHXr1sVesVKWSCSiww47TJLUtWtXnXjiiWrZsqWmTJlS6te8o+PKy7gEAC8aNmyonJycMoO3jz32mLZs2aK1a9eWCoaeccYZWrZsma6++mp16tRJtWvXluM46tOnj6c5rFWrVnrllVd066236sILL9TmzZu177776pJLLtGll14qSTrrrLNUVFSk6dOn69RTT1VJSYk6deqkG2+8Uccff3zCvPe0rrtfh0TXcL9zc7SNo+8y//nnnyWpVBBhVxs3blRaWpqKi4sTvjYuasOGDWVeg0XLi157RZXnOM8880yNHz9eM2fO1OTJk7Vq1SoVFBTEfV08mm+ist3+MDBy5Eg988wzWrp0qXr16qXHH39c27dvjwsW/Pzzz9q0aVPCd8RH/9gRrUteXl7c9j25vgSAqsZxHI0YMUL33HOPtm3bpr/85S9l/v6BtHMezcvLK/UQW6NGjRSJREqtJeX17LPPatCgQTrttNN0+eWXKy8vT5FIRPfdd1/c61OCUNb6+/XXX8des7W76Jqyfv16paenl1pTdrWna2BZa1FWVlbc2huJRHTWWWdp6tSp2rRpk+rWrauZM2cqPz8/7n51T9f9XbVr106dOnXSjBkzNGrUKBUXF2vOnDnq379/LL4TvU4ZP368xo8fX2Y+u66/ZbWTre2AykCAu5pLT0/Xscceq8WLF+vHH38s84bqxx9/1AcffKDevXuXehd0WT8mtbvoxP7zzz+radOmsc+Lioo8L5pleeKJJ5SRkaEXXnghLig9f/58z3k2bNhQGzduLHPbBRdcoClTpuiRRx7Rtm3bVFRUpPPPPz9un1mzZsXeKekm+tfmVatWyRijAQMGlNrnhx9+UL169XTnnXdqzJgxsSewEuVX1o9FXnfddbr22mt17bXXxv1YV2VYu3atLrzwQnXo0EGff/65xo8fH/fDGZJ0/fXX67rrrnPNq3nz5rH3obVq1Uq5ubll7hdt12hbeGkzaeePS2ZmZu7RD2LuvffeatKkif7973+X2hYdVw0bNix3fgDgR3p6unr06KElS5Zo7dq1cTdK0d+a2PU9k9LO32p44YUXNGnSJF1xxRWxz6Pv19xVdO3dvn173B97y3r6+uijj9bRRx+t4uJivf/++5o6darGjBmjxo0ba/DgwZJ2PlE8YsQIbd68WW+88YYmTZqkvn376t///nfcHzO91DVo0R+kiv5YVnSunzp1asJvATVu3FjFxcVKT093/cHGBg0alPntoOgPZHpZW+rVq6f+/ftr9uzZuvHGGzVjxgxlZ2fHfrQsWq60cz3f/ZpxzZo1ruX26tVLTZo00YwZM9SrVy/NmDFDnTt3jvutk+gPfi5evLjMPGrVqhVXl3Xr1gV6fQkAYTN8+HBdc801uv/++3XTTTcl3K9BgwZ69913ZYyJu6//5ZdfVFRU5Pk+Zc6cOWrZsqWefPLJuHx3/aHkIGzdulWvvPKKWrVqFVujon/cTxRYjx7jXnvtpeLiYq1bty7hQ3x+18BERowYodtuu01PPPGETj/9dC1cuFBjxoyJi734XfdHjBih0aNH64svvtB//vMfrV27Ni5OEU0/ceLEUr8fFdW6detYXcr6FjLfTEayEeCGJk6cqEWLFmn06NF67rnn4ibS4uJiXXDBBTLGaOLEiZ7yP+aYYyRJTz75pA455JDY508//XSZP67oleM4ikQicfXfunWrHn30Uc95tmnTRt98802Z2/Lz83Xaaadp2rRp2rFjh/r166d99tknbp/oK0r2xIknnhj7+tOuBg8erJYtW2ry5Mnab7/9JEmdO3fW3nvvrSVLlsRuiqWdC93KlStjXzmKuuGGG3Tttdfq73//uyZNmrRH9fKruLhYQ4YMkeM4WrRokebOnavx48ere/fucYvoqFGj1LdvX9f8dg2eRCIR9e/fX08//bRWr16tFi1aSNoZsF68eLFatWoVW7R79+6t3NxcLVq0SGPHjo3l8eGHH2rdunVlBh7WrVunl156SaeccsoePRX29ddf68cffyz1NKQk/ec//1GDBg1KfbMBAIIUXfPPP/98Pf300wmfaIpyHEfGmLg5V5IeeuihUj88HZ17P/nkk9iPLUuKe6XU7tLT09W5c2e1adNGc+fO1YcffhgLcEfVqFFDvXv31o4dO/Q///M/+vzzz8sMcO9JXYO0cuVK3XzzzWrRokXs9Wxdu3ZV3bp1tWrVKtdvTnXr1k1PPfWUbrrppoQ3rD179tRzzz2nNWvWxJ7ekqTZs2crNzc3YRDdzYgRIzRv3jy99NJLmjNnjgYMGKC6devGtvfo0UPSzuDFrn1cUFCgL774QldddZU1//T0dJ111lm666679Oabb+r999/XAw88ELdP37599cQTT6i4uFidO3dOmFf0jwdz586Ne9XavHnzKvT6EgDCpmnTprr88sv15ZdfatiwYQn369mzp+bNm6f58+fHPVwV/SHInj17eirfcRxlZmbGBbfXrVunBQsWlNp39yeavSouLtZFF12kDRs2aPLkybHP+/btq5tvvlkNGjRQy5YtE6bv3bu3Jk+erPvuuy/u9Za78rsGJtK2bVt17txZM2bMUHFxsbZv317qITm/6/6QIUN02WWXaebMmfrPf/6jpk2b6oQTTohtb926tfbff//YNYzNscceq4ULF+rnn3+O3csWFxfHvQIFSAYC3FDXrl111113acyYMTrqqKN00UUXaZ999tH333+ve++9V++++67uuusudenSxVP+7dq105AhQ3THHXfEnh77/PPPdccdd6hOnToJn5jdUyeddJL+8Y9/6IwzztCoUaO0YcMG3X777aVudPdE9+7ddf3112vLli1lPiF86aWXxm6+yvpl4gYNGuzx12Tz8vLK/HpPdna2GjRoELuhk3Y+lXznnXdq0KBB6t+/vy644AJt3rxZN9xwgzIzM+P+KHHHHXfommuu0YknnqiTTjpJ77zzTlz+uy6K69evj707/dNPP5W0871ke+21l/baay9169Yttm/37t31+uuvl3rf2e4mTZqkN998U0uWLFFeXp7GjRun119/Xeecc446duwYu+Bo0qRJ3KJdXjfccIMWLVqkE088Uddee61q166thx56SCtXrtS8efNi+9WtW1f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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 2.8%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 48s, sys: 21.6 s, total: 2min 9s\n",
      "Wall time: 2min 9s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3357.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d2c81ca1-a675-454c-ae57-94de5a07ce75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9475)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9679)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9569 at iteration 4\n",
      "Moffat:   SSIM=0.9811 at iteration 3\n",
      "🏆 Moffat better by 2.5%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9569)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9811)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9569       0.9811  Moffat (+2.5%)\n",
      "PSNR (dB)                 32.6890      36.1288 Moffat (+10.5%)\n",
      "MSE                        0.0005       0.0002 Moffat (-120.8%)\n",
      "Edge Correlation           0.8749       0.9463  Moffat (+8.2%)\n",
      "Edge Enhancement           0.8899       0.9168  Moffat (+3.0%)\n",
      "Sharpness Ratio            0.1608       0.2541 Moffat (+58.0%)\n",
      "Contrast Ratio             0.9776       0.9770 Gaussian (+0.1%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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la665ZuLPDjnkkGRm6bLLLpuUf6+99kqbb755ts11XafR0dF08sknp3XXXXfSr5mY6q8o2XLLLdMLXvCCZf58/K/ffO9735v4s+985zvJzNJFF120zOem8t/DXXzxxend7353+uIXv5i+9rWvpdNPPz3NnTs3rb/++um2225bpj2LFy+eVNZee+2V/vjHP076zOabb55mzZqV1lprrXTqqaema665Jp155plp9uzZaeedd57on29+85vJzNKll166TD2nnnpqMrN0++23u323PGeccUYys3T55ZenQw45JM2ePTv98Ic/nPSZ8fnj/ffIv/b8vve9L73vfe9LV199dbr66qvT2972tjRnzpy0xRZbpD/96U8TnzvqqKNSWZbplltumZT/4IMPTmaWjjjiiJTS2PyZO3du2n333Sd97ve//31aa621kpmlb33rW8t9Tu9XlKSU0tve9rZUlmX685//LD8HACuLivnD4TCNjo5O/PfwmLm8z/75z39Oa6yxRnr/+98/8eePjP/jHvlXVj/96U8nM0vf//73s3W8/vWvT4961KPk8yzvzDDVto636cgjj5z0+TPPPDOZWbrjjjtk3d6vEnvggQeSmU38te377rsvzZ07Ny1cuHDS5+q6Tttss03aYYcdJv7sOc95TnrUox6Vfvvb32brP+CAA9LMmTOX+VVXe+65Z5ozZ0669957U0r/fx/ttddekz532WWXJTNLixcvnvizpz71qWmnnXaa9LnxX3n2ox/9KKWU0k9+8pPl9tu3v/3tZGbphBNOmPizR/6Kkv/7v/9LM2bMmPSZlFLaf//90/rrrz/xa/LGz4ef+cxnJn1uyZIlk/7q+Xhbjj766Emf+9jHPrbM+RIA/pqNx7QlS5ZM7Ps//vGPU0opbb/99mnRokUppbTMryg599xzl/uePf7OdvXVV0/82a677pq22mqrZereeOON09577y3bN37GeNWrXpW22267SWkr61eUjDvuuOOSmaVvf/vbKaWxX09ZlmVasmTJpM+Nn0W++MUvppRS+u///u9kZultb3tbtuwViYG77rrrpHaM+7u/+7u0xx57TPzvK6+8cpm+Hg6H6bGPfWx6yUteMvFnU437y/sVJW9+85vT7NmzJz6TUko33nhjMrN09tlnT/zZFltskbbbbrtlfm3tPvvskxYsWDDxKzlf9rKXpdmzZ6c777xzUpu32GILfkUJVim+wY0pSX/5yeYj/+rxS17yEjfvtddea2Zm+++//6Q/32+//Zb5lSg5RVHYwoULJ/3Z1ltvvcxfOf7a175mz33uc22dddaxqqpsZGTETjzxRLv77rvtt7/97ZTqerjbb7/d5s2bt8yfH3jggTZv3rxJ3+I+++yz7TGPecykn44vXLjQlixZMqX/Hu7ggw+2E044wfbcc0979rOfbccdd5x96Utfst/97nfL/QntU57yFFuyZIlde+219v73v9++973v2fOe97xJf9W7aRp78MEH7YQTTrDjjz/edtttN3vLW95ip512mn3zm99c5q8tLe+vmU8lTXnLW95ie++9tx144IF20UUX2dlnn21PecpTJn3miCOOmFJ/XXXVVZPyHX300Xb00Ufb8573PHve855np5xyil188cX205/+dNKvAjniiCNsZGTEXvGKV9gNN9xgd999t51zzjkTf418/FeNlGVpr3vd6+yrX/2qvetd77Lf/va3dtNNN9lBBx000a8r8mtJHmnevHnWNI3deeed4TIAYGV52tOeZiMjIxP//cu//MtE2p///Gc77rjjbLPNNrPBYGCDwcDWXHNNu+++++wnP/nJCte17bbb2owZM+yII46wiy66yH75y18u85kddtjB7r33XjvwwAPtiiuumPI3xVe0rePftB43/i2mR54vVlR6xK9G+9a3vmX33HOPHXLIIZP+NlLTNPaCF7zAlixZYvfdd5/df//9du2119r+++8v/0Hnr33ta7b77rvbhhtuOOnPFy1aZPfff78tXrx40p9P5TkPPfRQ+9a3vjXpV5dccMEFtv3229uTn/xkMxv7dtd4PQ+3ww472JZbbrncvwI9bt1117WFCxdO+qba73//e7viiivsla985cSZ8POf/7w96lGPsoULF07qq2233dbmz58/8Stpxtsy/u22cfvvv/+Uz5cA8Ndm1113tU033dTOP/98+9GPfmRLlizJ/nqSr33ta7bGGmvYfvvtN+nPx/d4tad7PvWpT9nOO+9sa665pg0GAxsZGbHzzjsvdG5YEY+Mv5///OftyU9+sm277baTYsoee+wx6decfelLXzIzs9e97nXZslc0Bs6fP9922GGHSX/2yDuMPffc0+bPnz/pG9b/+Z//abfffvukcVvRuP9whx12mD3wwAOTfm3aBRdcYDNnzrSXv/zlZmZ200032U9/+tOJmPrwvtprr73sjjvumDgfXHPNNbb77rvb+uuvP1FeVVXL/VsCwHTigvtv3HrrrWdz5syxX/3qV/JzN998s82ZM2fiX0seN5W/4nz33XebmU3aAM3Gfj/0uuuuO6V2zpkzx2bNmjXpz2bOnDnpV2V85zvfsec///lmZvaRj3zEvvnNb9qSJUvsbW97m5nZpL/SOlUPPPDAMvWO1/3qV7/aPv7xj9u9995rv/vd7+yyyy6zww8/fNKvtJg7d65tu+22U/rPs8MOO9iTnvQku+6665ZJW2ONNezpT3+6PetZz7I3vvGNdvnll9u3v/1t+9CHPjTxmfG+3mOPPSbl3XPPPc3M7Lvf/e6kz42P28Pdc889VhSFPepRj3LbuzxFUdiiRYvswQcftPnz5y/3d2/Pnz9/Sv318F8bk7PvvvvaGmusManPttxyS7v88svtlltusSc/+cm23nrr2RlnnDFxmbPBBhtMfPbEE0+0o48+2k455RRbf/317YlPfKKZ2cRfo374Z1fU+LyKzEsAiFhvvfVs9uzZy728/fjHP25LliyZ9Hsmx7385S+3f//3f7fDDz/c/vM//9O+853v2JIlS+wxj3lMaA/bdNNN7Stf+YrNmzfPXve619mmm25qm266qb3//e+f+MzBBx9s559/vt1yyy32kpe8xObNm2c77rij/dd//Zcse0Xb+shzyHgMb7s3j/fx+O8yv+uuu8xs7If7D/9BwsjIiJ1xxhmWUrJ77rnHfv/731td19lfGzfu7rvvXu4ZbLy+R8bwqTznK17xCps5c+bEX0O+8cYbbcmSJRMx7+Hl5upe3tnh4Q477DD7zW9+MzGOl156qT300EOTLgvuuusuu/fee23GjBnL9NWdd9458cOO8brmz58/qY4VOV8CwF+boijs0EMPtUsuucTOPfdce9KTnrTcf//AbGwfnT9//jJfXpo3b54NBgN3T8/57Gc/a/vvv79tsMEGdskll9jixYsnLtpX9Fddrqjlxd8f/vCHy8STtdZay1JKEzHld7/7nVVVtUxMebgVjYHLi0UzZ86cFHsHg4EdfPDBdvnll0/8+tYLL7zQFixYMOm9fUXj/sNttdVWtv32209cotd1bZdccom96EUvmrjfGT+nHHvsscv01ZFHHmlmNin+Lq+fVN8B04GvN/yNq6rKnv3sZ9uXv/xlu+2225b7QnXbbbfZ//7v/9qee+5pVVVNSpvKN3nHN/a77rpr0oXgcDgMB83l+cQnPmEjIyP2+c9/ftKl9Oc+97lwmeutt94yv8N53Gtf+1o7/fTT7fzzz7cHH3zQhsOhveY1r5n0mYsuumjSi6HyyJ825z4zlW8NP/3pT7eyLO1nP/vZxJ9tvfXWy70cH693vNxNN93UZs+ebT/60Y+W+eyPfvQj22yzzZZ76T8Vd9xxh73uda+zbbfd1m644QY79thjJ/3DGWZmJ598sr3zne90y9p4440n/T60nOX12Z577mm33HKL3XTTTTYcDu1JT3rSxO8dfdaznjXxucFgYO973/vs5JNPtl/96le23nrrTRw2Hv/4x7sXEMr4vFpvvfXCZQDAiqiqyp7znOfY1VdfbXfcccekF6XxHxo+cl/9wx/+YJ///OftpJNOsre+9a0Tfz7++zUfbjw2PPTQQ5N+2Lu8b18/85nPtGc+85lW17Vdf/31dvbZZ9tRRx1l66+/vh1wwAFmNvbDxEMPPdTuu+8+++///m876aSTbJ999rGf/exntvHGGy9T5oq0tWvjPygY/8eyxvf6s88+257xjGcsN8/6669vdV1bVVXuP9i47rrr2h133LHMn4//A5mR2PLoRz/aXvSiF9nFF19sp5xyil1wwQU2a9asiX+0bLxes7F4/sgYePvtt7v17rHHHvbYxz7WLrjgAttjjz3sggsusB133HHSD63H/8HP8X/0+ZHWWmutSW258847Oz1fAkDfLFq0yE488UQ799xz7d3vfnf2c+uuu659+9vftpTSpPf63/72tzYcDsPvKZdccok9/vGPt09+8pOTyn34P5TchQceeMC+8pWv2KabbjoRo8Z/uP/w30v+cOPP+JjHPMbqurY777wz+yW+tjEw59BDD7X3vOc99olPfMJe9rKX2ZVXXmlHHXXUpLuXtnH/0EMPtSOPPNJ+8pOf2C9/+Uu74447Jt1TjOc//vjjJ/2jzw+3+eabT7RleX8Lmb+ZjFWNC27Y8ccfb1/60pfsyCOPtMsvv3zSRlrXtb32ta+1lJIdf/zxofLHLww/+clP2lOf+tSJP//0pz+d/ccVI4qisMFgMKn9DzzwgH30ox8Nl7nFFltk/yHBBQsW2Etf+lL7wAc+YEuXLrWFCxfaRhttNOkz47+iZGW47rrr7Oc//7m98Y1vdD977bXXWtM0ttlmm0382Ute8hL78Ic/bF/60pdsu+22m/jzL37xi2ZmEy/cg8HAFi5caJ/97GftzDPPnHiRvPXWW+2aa66xo48+OtT+uq7twAMPtKIo7Etf+pJ97GMfs2OPPdZ22223SUH0iCOOsH322cctb3n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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 2.5%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 49s, sys: 21.9 s, total: 2min 10s\n",
      "Wall time: 2min 10s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3365.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e9b070de-c04f-4572-b777-ba46b8b3f973",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9689)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 7 (SSIM=0.9794)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9723 at iteration 4\n",
      "Moffat:   SSIM=0.9871 at iteration 4\n",
      "🏆 Moffat better by 1.5%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9723)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9871)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=4\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9723       0.9871  Moffat (+1.5%)\n",
      "PSNR (dB)                 38.6121      41.4554  Moffat (+7.4%)\n",
      "MSE                        0.0001       0.0001 Moffat (-92.5%)\n",
      "Edge Correlation           0.8716       0.9552  Moffat (+9.6%)\n",
      "Edge Enhancement           0.8575       1.0281 Moffat (+19.9%)\n",
      "Sharpness Ratio            0.1026       0.2884 Moffat (+180.9%)\n",
      "Contrast Ratio             0.8548       1.0042 Moffat (+17.5%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 1.5%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 2min 1s, sys: 23.5 s, total: 2min 25s\n",
      "Wall time: 2min 24s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3366.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "25ce884e-b34d-439a-9f82-3b7cfedb9d82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9135)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9458)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9308 at iteration 4\n",
      "Moffat:   SSIM=0.9707 at iteration 3\n",
      "🏆 Moffat better by 4.3%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9308)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9707)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9308       0.9707  Moffat (+4.3%)\n",
      "PSNR (dB)                 29.6422      33.0874 Moffat (+11.6%)\n",
      "MSE                        0.0011       0.0005 Moffat (-121.1%)\n",
      "Edge Correlation           0.8464       0.9347 Moffat (+10.4%)\n",
      "Edge Enhancement           0.8621       0.8954  Moffat (+3.9%)\n",
      "Sharpness Ratio            0.1672       0.2577 Moffat (+54.1%)\n",
      "Contrast Ratio             0.9991       0.9930 Gaussian (+0.6%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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88spx9dVXj4888siYz86fPz/+0z/905iyXvWqVyWDzdFHHz36ucHBwcb/WddvfvObuPzyy8c3v/nN8eabb45FUYz7lSkjwXci//fCsZ9om2fOnBnNLC6//PJxs802i1dddVX84Q9/GPfff/9oZvHrX//6mM+//e1vj5dffnn8t3/7t/itb30r7rnnngv9VS8xxvgf//Efca211hqtvyzLeNpppyX7wsziueeeu4i9CACLl4rv/X4/+4PFF372+eefj8sss8yYl76JXnB/61vfimYW77nnnmQdxx57bFxxxRXl8yzsfDDRto606Zhjjhnz+dNOOy2aWXzsscdk3bkL7jlz5kQzG/3PtmfNmhVXXnnluO+++475XFVVcYstthhzGbHLLrvEFVdcMT755JPJ+g866KA4NDQUH3744TH/vueee8Zp06bFZ599Nsb4//po5KJixFVXXRXNbMyv8Np6663j9ttvP+ZzX/3qV6OZxZ///OcxxhgfeOCBhfbbT37yk2hm8eMf//jov734gvtPf/pTHBwcHPOZGGM88MAD4+qrrz76g/2Rs+A111wz5nN33XXXmP/0fKQtJ5xwwpjPXX755ePOkgDwP9kLL7hH9v37778/xrjgy1aHH354jDGOu+A+77zzFvpO/aUvfSma2ZgvJ+20005x8803H1f3euutF/fee2/ZvpEzxrve9a641VZbjUlbXL+iZMRHP/rRaGbxJz/5SYwxxlNOOSUWRRHvuuuuMZ8bOYt8//vfjzHG+G//9m/RzOInPvGJZNmLEgN32mmnMe0Ysdlmm8U99thj9H9fd9114/q63+/HtdZaK771rW8d/beJxv2F/YqSD3zgA3Hq1Kmjn4kxxl/+8pfRzOLZZ589+m+bbLJJ3GqrrcZ90W6fffaJa6655ugl/Nve9rY4derU+Pjjj49p8yabbMIFN5YofkUJ3OLffuXCi/9z5Le+9a3ZvLfffruZmR144IFj/n3//fef8K/GCCHYvvvuO+bfXvWqV437z5BvvfVW22233WyFFVawsixH//jf008/bU8++eSE6nqhRx991KZPnz7u3w8++GCbPn26nXPOOaP/dvbZZ9tqq61mb3vb20b/bd9997W77rprQv/3Qoceeqh9/OMftz333NN23nln++hHP2o/+MEP7KmnnrLTTjttzGff85732DXXXGP//M//bLfffrtdeeWVNjg4aLvsssu4/jEz+/jHP2533XWXfe9737MjjzzSjj32WDvjjDMWuW9GbLTRRnb++efbtddea/vss4/tuOOO9pnPfGbMZ9Zaa60J98OrX/3qRW7zyH/6NXfuXPv+979vBxxwgO2+++521VVX2dZbb22f+9znxpR3+eWX29vf/nbbcccd7a1vfat9//vft3322cdOPfXUMf9J9M9+9jPbb7/97NWvfrVdf/31duutt9qJJ55on/zkJ+3kk08e186RufLHP/7R3Z8A0LZXv/rVNjAwMPp/X/7yl0fTnn/+efvoRz9qG220kfV6Pev1erbsssvarFmz7IEHHljkurbccksbHBy0o446yi6++GL73e9+N+4z2267rT377LN28MEH23e+8x3705/+NKGyF7Wt//AP/zDmf7/qVa8yM1torFwUI2ekEXfccYc988wzdthhh1m/3x/9v7qu7Y1vfKPdddddNmvWLJs9e7bdfvvtduCBB9pqq62WLP/WW2+1XXfd1dZZZ50x/3744Yfb7NmzbebMmWP+fSLPecQRR9gdd9wx5leXzJgxw7bZZht7xSteYWZmt91222g9L7TtttvapptuutD/BHrEKqusYvvuu69dfPHFozH6z3/+s33nO9+xd77znaPnv+9+97u24oor2r777jumr7bccktbY401Rn8lzUhbDjnkkDH1HHjgge5fswYAXbfTTjvZhhtuaBdeeKH9/Oc/t7vuuiv560luvfVWW2aZZWz//fcf8+8je7za03Ouvvpq22GHHWzZZZe1Xq9nAwMDdsEFF7jODYvixfH3u9/9rr3iFa+wLbfcckxM2WOPPcb8mrMf/OAHZmb23ve+N1n2osbANdZYw7bddtsx//bi+4o999zT1lhjDZsxY8bov/3whz+0Rx99dMy4LWrcf6EjjzzS5syZM+bXps2YMcOGhobs7W9/u5mZPfjgg/arX/1qNKa+sK/22msve+yxx0bPB7fddtvorx8dUZblmDsPYEng9IdxVl11VZs2bZr9/ve/l5976KGHbNq0aaN/QXnERP5y8tNPP21mNmZTNFvw+71XWWWVCbVz2rRp437n8dDQkM2dO3f0f//0pz+13Xff3d7whjfY+eefby95yUtscHDQrr32WvvCF75gc+bMmVBdLzRnzpyF/h7roaEhO/roo+3LX/6ynX766TY8PGxXXXWVfeADH7ChoaHRz6288srjfj+217bbbmsvf/nL7c477xz9txtuuMEuuOACu/rqq8ccVnbffXdbf/317TOf+cyYAGpmtu6669q6665rZmZ77bWXmZmdeOKJdthhh8kXbGXvvfe21Vdf3Z544gn7wAc+YGVZjkkfHBy0LbfcckJlvTjvRNo8Mo822WQTW2+99UbzhRBsjz32sFNOOcWefPLJhf6wYsQ73vEO++53v2t333237bnnnma24NCz+uqr27e//e3Rdu28885WFIV95jOfsUMOOcQ22GCD0TJG5opnrgHA4rTqqqva1KlTF3p5+3//7/+12bNn22OPPTbuMvTtb3+73XLLLfapT33KttlmG1t++eUthGB77bWXa2/bcMMN7eabb7bTTjvN3vve99qsWbNsgw02sOOOO87e//73m9mCH+r2+307//zz7a1vfavVdW3bbLONff7zn7e///u/T5a9qG198ZljJF433bNH+njkd5k/8cQTZmbjLhFe6JlnnrGiKKyqKnvJS14iy3/66acXet4aqW/knDViIs95yCGH2Ic+9CG76KKL7JRTTrFf/vKXdtddd9lXv/rVMfWaLfyst9Zaa2V/MHDkkUfaNddcYzfddJPtsccedsUVV9i8efPGXBY88cQT9uyzzyZ/R/zIDztG2rLGGmuMSV+UsyQA/E8TQrAjjjjC/uVf/sXmzp1rL3/5yxf69w/MFuyja6yxxrgvrE2fPt16vd64WDJR//qv/2oHHnigHXDAAfbhD3/Y1lhjDev1enbuuefahRde6CpzohYWfx988MHRv1P1YiMx5amnnrKyLMfFlBda1Bi4sFg0NDQ0Jvb2ej079NBD7eyzz7Znn33WVlxxRbvoootszTXXtD322GNM3YsS919o8803t2222cZmzJhhRx11lFVVZZdddpm96U1vGr3LGTmnfOhDH7IPfehDCy3nhfF3Yf2k+g6YDFxwY5yyLG3nnXe2G264wR555JGFvmQ98sgj9rOf/cz23HPPcZePC/sDUy82stk/8cQTtvbaa4/+e7/fdwfShfnmN79pAwMD9t3vfnfMpfS1117rLnPVVVe1Z555ZqFp73nPe+zUU0+1Cy+80ObOnWv9ft/e/e53j/nMxRdfbEccccSE6nrxT6BTnymK//cfY9xzzz1mZrbNNtuM+dyKK65oG220kd1///3ZMrfddls777zz7He/+537gvvd7363/fWvf7XNN9/cjjvuONtxxx1tpZVWGk1/6KGH7KUvfemEyrrtttuyf3DkxW3ecMMNbdq0aQv97Ei/vrDfJvq5e+65xw4++OBx836bbbaxuq7tgQceGHPBPTJXVl11VVkXALStLEvbZZdd7MYbb7THHntszIvSZpttZmY25g9Bmi3441Tf/e537dOf/rR97GMfG/33efPmjYuFI3F23rx5Y36wu7BvX++444624447WlVVdvfdd9vZZ59txx9/vK2++up20EEHmdmCbxQfccQRNmvWLPu3f/s3+/SnP2377LOP/frXvx7zg0tPW9s28gepRmLXSAw4++yzk3/4ePXVV7eqqqwsy+wfbFxllVUW+kebR/5ApifmrLTSSvamN73JLrnkEvv85z9vM2bMsClTpoz+0bKRes3MHnvssXHnw0cffTRb7x577GFrrbWWzZgxw/bYYw+bMWOGbbfddqPzb6Ttq6yyit1www0LLWO55ZYb05bHH3+81bMkAHTN4YcfbieddJKdd9559oUvfCH5uVVWWcV+8pOfWIxxzDv8k08+af1+3/3+ctlll9lLX/pSu/LKK8eU+8I/lNyGOXPm2M0332wbbrjhaIwa+eF+6mJ95BlXW201q6rKHn/88eQX9prGwJQjjjjCTj/9dPvmN79pb3vb2+y6666z448/fsz7ZtO4f8QRR9gxxxxjDzzwgP3ud7+zxx57bMydxEj+E088ccwffX6hjTfeeLQtjz/++Lj0hf0bMJm44MZCnXjiifaDH/zAjjnmmDHfVDVb8Nfu3/Oe91iM0U488URX+a9//evNzOzKK6+0rbfeevTfv/Wtb1m/32/W+BcIIViv1xvT/jlz5till17qLnOTTTax3/72twtNW3PNNe2AAw6wr371qzZ//nzbd999R79lPGLkV5QsDnfeeaf95je/seOOO27030Z+invnnXeOuQB4+umn7de//rXtuuuu2XJvu+02K4pizEXtovjGN75hl112mV144YW200472dZbb21HHHHEmB8sjPyKkokYCaaL0uZer2dvetOb7Fvf+pY99NBDtv7665vZgkvrG264wTbccMPsQeDSSy+1gYGBMb8iZa211rK777579BJixMh/Fvbiw87If3r/wpd3AFhSRuL7u9/9bvvWt76V/EbTiBCCxRjHXFibLdjnq6oa828j++x999035oes119/fbL8sixtu+22s0022cQuv/xy+8///M/RC+4RyyyzjO255542f/58e/Ob32y/+MUvFnrBvShtbdO9995rX/ziF2399dcf/VVsO+ywg6244or2y1/+0o499liZf6eddrKrr77avvCFLyTj1K677mr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      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 4.3%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 53s, sys: 22.4 s, total: 2min 16s\n",
      "Wall time: 2min 15s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3367.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "886a8465-74d5-4d9d-9d88-3bf55a412f3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 7 (SSIM=0.9100)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 6 (SSIM=0.9444)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9257 at iteration 4\n",
      "Moffat:   SSIM=0.9688 at iteration 3\n",
      "🏆 Moffat better by 4.7%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9257)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9688)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=4, Moffat=3\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9257       0.9688  Moffat (+4.7%)\n",
      "PSNR (dB)                 28.5885      32.1312 Moffat (+12.4%)\n",
      "MSE                        0.0014       0.0006 Moffat (-126.1%)\n",
      "Edge Correlation           0.8438       0.9345 Moffat (+10.8%)\n",
      "Edge Enhancement           0.8301       0.8710  Moffat (+4.9%)\n",
      "Sharpness Ratio            0.1567       0.2493 Moffat (+59.1%)\n",
      "Contrast Ratio             0.9737       0.9733 Gaussian (+0.0%)\n",
      "Entropy Gain                  nan          nan  Moffat (±nan%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 4.7%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 1min 53s, sys: 22.5 s, total: 2min 15s\n",
      "Wall time: 2min 15s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3368.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "94e2b382-67b3-4caf-b2f5-5b09d19ffea7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 8 (SSIM=0.9517)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 7 (SSIM=0.9713)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9575 at iteration 5\n",
      "Moffat:   SSIM=0.9821 at iteration 4\n",
      "🏆 Moffat better by 2.6%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9575)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9821)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=5, Moffat=4\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9575       0.9821  Moffat (+2.6%)\n",
      "PSNR (dB)                 35.0431      38.4146  Moffat (+9.6%)\n",
      "MSE                        0.0003       0.0001 Moffat (-117.3%)\n",
      "Edge Correlation           0.8597       0.9478 Moffat (+10.3%)\n",
      "Edge Enhancement           0.8794       0.9885 Moffat (+12.4%)\n",
      "Sharpness Ratio            0.1374       0.2988 Moffat (+117.5%)\n",
      "Contrast Ratio             0.9440       1.0243  Moffat (+8.5%)\n",
      "Entropy Gain               0.0299       0.0331 Gaussian (±10.7%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 2.6%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 2min 12s, sys: 25.6 s, total: 2min 37s\n",
      "Wall time: 2min 37s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3369.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7f891d71-7846-4d99-a0f1-a1d7221461df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064, 3), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (COLOR)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 8 (SSIM=0.9432)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 7 (SSIM=0.9658)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.9510 at iteration 5\n",
      "Moffat:   SSIM=0.9799 at iteration 4\n",
      "🏆 Moffat better by 3.0%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.9510)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9799)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=5, Moffat=4\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.9510       0.9799  Moffat (+3.0%)\n",
      "PSNR (dB)                 34.7123      38.0617  Moffat (+9.6%)\n",
      "MSE                        0.0003       0.0002 Moffat (-116.2%)\n",
      "Edge Correlation           0.8751       0.9526  Moffat (+8.9%)\n",
      "Edge Enhancement           0.9604       1.0314  Moffat (+7.4%)\n",
      "Sharpness Ratio            0.2549       0.4307 Moffat (+69.0%)\n",
      "Contrast Ratio             0.9606       1.0377  Moffat (+8.0%)\n",
      "Entropy Gain               0.0065       0.0138 Gaussian (±112.6%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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UU6Z9/txzzw1mFtasWSPLVr+iJIQQJiYmgplN/bPtsbGxMG/evHD00UdP+1ySJGGfffYJz3jGM6a+9rznPS/MmTMnPPTQQ275r3rVq0KlUtnmV10dfvjhoaurKwwNDYUQ/v82OuKII6Z97vLLLw9mFlatWjX1tac+9anhwAMPnPa5T37yk8HMwu9+97sQwv+fMx/ZbjfeeGMws3D66adPfe2Rv6Jkw4YNoVwuT/tMCCG84hWvCAsXLpz6NXner1+b/FVtk//0fLIup5566rTPffGLX9xmfwkA/5tN5rSbbrppat2/9dZbQwgh7L///uGEE04IIYRtfkXJpz/96e2+Z0++sz381ywefPDBYe+9996m7OXLl4cjjzxS1m9yj/HGN74x7LffftNif6lfUTLp3e9+dzCzcOONN4YQQjj77LNDoVAIN91007TPTe5Fvvvd74YQQvjRj34UzCycccYZ7r0fTQ48+OCDp9Vj0hOf+MRw2GGHTf3vq666apu2brfbYcmSJeFlL3vZ1Ndmmve39ytK/uEf/iHUarWpz4Tw//8qz/PPP3/qa3vttVfYb7/9tvm1tUcddVRYvHjx1DnAK1/5ylCr1cLatWun1XmvvfbiV5Tgr4qf4MaMhP/5zuYj/+nxy172ssxrb7jhBjMze8UrXjHt68cee2zmr46YFEWRHX300dO+9pSnPGWbf3J83XXX2fOf/3zr7++3OI6tVCrZ+9//ftu4caM99NBDMyrr4VavXr3dXxdy3HHH2YIFC6b9FPf5559v8+fPn/bd8aOPPtpuuummGf3nqdfr9tKXvtTuvfde++pXv2o9PT1Tsde85jU2b948O/nkk+3GG2+0oaEh+9KXvjT1T5kKhf9/iu+333523nnn2Ute8hJ79rOfbSeeeKL97Gc/s8WLF9s//dM/ueVv2rTJjjjiCAsh2Fe+8pVp93y0/vEf/9GOPPJIO+644+ySSy6x888/35785CdP+8zJJ588o/b61re+td0yfvazn9mqVavssssus97eXjvkkEPstttuc+t0wQUXmJlt8+tJzLb+FNnIyIh98pOftLe+9a12yCGH2Ic+9CF7+9vfbv/1X/9ld955p5mZHX744bb77rvbu9/9bvve975nQ0NDds0119jpp59ucRxvt80WLFhgaZra2rVrZ9x+APBYedrTnmalUmnqv49+9KNTsdHRUXv3u99tu+++uxWLRSsWi9bT02NjY2P2+9///lGXte+++1q5XLaTTz7ZLrnkErv77ru3+cwznvEMGxoasuOOO86uvPLKGf+k+KOt6+RPWk+a/CmmR+4vHq3wiF+N9rOf/cw2bdpkxx9//LR/jZSmqb3whS+0m266ycbGxmx8fNxuuOEGe8UrXjH1a7a257rrrrNDDz3Udt5552lfP+GEE2x8fHybP6Y8k+ec3Bc8/FeXXHTRRbb//vtP/THq66+/fqqch3vGM55hK1eu3O4/gZ40MDBgRx999LSfVNu8ebNdeeWV9vrXv35qT/jtb3/b5syZY0cfffS0ttp3331t0aJFU7+SZrIukz/dNukVr3jFjPeXAPC/zcEHH2wrVqywCy+80H73u9/ZTTfd5P56kuuuu866u7vt2GOPnfb1yTVerelZvvrVr9pBBx1kPT09ViwWrVQq2QUXXJBr3/BoPDL/fvvb37YnPelJtu+++07LKYcddti0X3N29dVXm9nWf+3sebQ5cNGiRVO/5nPSI88wDj/8cFu0aNG0n7D+7//+b1u9evW0fnu0ef/h3vCGN9jExMS0X5t20UUXWaVSsVe/+tVmZnbnnXfaH/7wh6mc+vC2OuKII2zNmjVT+4Prr7/eDj30UFu4cOHU/eI43u6/EgB2JA64/48bHBy0rq4u+/Of/yw/d88991hXV9fUX0ueNJN/4rxx40Yzs2kLoNnW34u8vd/1vD1dXV1WrVanfa1SqVi9Xp/637/4xS/sBS94gZmZfe5zn7Of/vSndtNNN9kZZ5xhZjbtn7TO1MTExDblTpb9pje9yf7rv/7LhoaGbP369Xb55ZfbSSedNO3XVMybN8/23XffGf23PY1Gw4455hj7yU9+YldddZUdcMAB0+KDg4N2zTXXmJnZM5/5TJs7d669/e1vt3//9383M7OlS5fK55szZ44dddRRdsstt2y3fTZv3mx/+7d/aw8++KB973vfs912203eL0sURXbCCSdYvV63RYsWbfd3by9atGhG7fXwXxvzcE996lPtmc98pr3mNa+x66+/3kII035n68O1Wi279NJLbZ999rGnP/3p28Qnx+dhhx027euTv/P8V7/6lZlt/ZUjV199tS1btsxe8IIX2Ny5c+3YY4+1008/3ebOnbvdfpgcV3nGJQDkMTg4aLVabbuHt//1X/9lN91007TfMznp1a9+tX384x+3k046yf77v//bfvGLX9hNN91k8+fPz7WGrVixwr7//e/bggUL7K1vfautWLHCVqxYYR/72MemPvO6173OLrzwQrv33nvtZS97mS1YsMAOOOAA+973vifv/Wjr+sh9yGQOn+3aPNnGk7/LfN26dWa29Zv7D/9GQqlUsg9/+MMWQrBNmzbZ5s2bLUkS99fGTdq4ceN292CT5U3uvSbN5Dlf85rXWKVSmfpnyLfffrvddNNN037N1+R9vbIfWe4jveENb5jaU5ht/afzjUZj2mHBunXrbGhoyMrl8jZttXbt2qlvdkyWtWjRomllPJr9JQD8bxNFkZ144ol22WWX2ac//WnbY489tvv3D8y2rqOLFi3a5ofYFixYYMViMXNN93zjG9+wV7ziFbZ06VK77LLLbNWqVVMH7Q9/f38sbC//3nLLLdvkk97eXgshTOWU9evXWxzH2+SUh3u0OXB7uahSqUzLvcVi0V73utfZFVdcMfXrWy+++GJbvHjxtHfQR5v3H27vvfe2/ffff+oQPUkSu+yyy+zFL37x1PnO5D7lXe961zZtdcopp5iZTcu/22sn1XbAjsCPN/wfF8exHXLIIXbNNdfYAw88sN0XqgceeMB++ctf2uGHH25xHE+Lbe+PST3S5MK+bt26aQd97XY7d9Lcni9/+ctWKpXs29/+9rRD6W9+85u57zk4OGibNm3abuwtb3mLnXPOOXbhhRdavV63drttb37zm6d95pJLLsn8/c+THvnd5kajYS95yUvs+uuvtyuvvNIOPfTQ7V63//772+2332733HOPjY2N2ROe8AT75S9/aWZmz3nOc2Zc7iP7cvPmzVO/w+wHP/jB1E97zcaaNWvsrW99q+27775222232bve9a5pfzjDzOwDH/iA/cu//EvmvZYvXz7t96Ftz+QfJfvTn/603fi3v/1te+ihh7b7hz3Mtn6HfXs/YT3ZZg//yezdd9/dVq1aZQ8++KBt2rTJVqxYYVu2bLF3vOMd2+2HyXE1ODgonwEA/lLiOLbnPe95du2119qaNWumvShNftPwkevqli1b7Nvf/radeeaZ9p73vGfq65O/X/PhJnNvo9GY9s3e7f309bOf/Wx79rOfbUmS2M0332znn3++vfOd77SFCxfaq171KjPb+hPFJ554oo2NjdmPfvQjO/PMM+2oo46yP/3pT7Z8+fJt7vlo6vpYm/xGweQfy5pc688//3x75jOfud1rFi5caEmSWBzHmX+wcWBgwNasWbPN1yf/QGae3DJ37lx78YtfbJdeeql96EMfsosuusiq1erUHy2bLNdsaz5/5J5x9erVmeUedthhtmTJErvooovssMMOs4suusgOOOCAad+0nvyDn5PfwH+k3t7eaXVZu3btY7q/BIBOc8IJJ9j73/9++/SnP23/+q//6n5uYGDAbrzxRgshTHsXfOihh6zdbud+T7nsssts1113ta985SvT7vvwP5T8WJiYmLDvf//7tmLFiqkcNfnN/Yf/XvKHm3zG+fPnW5IktnbtWveH+GabAz0nnniifeQjH7Evf/nL9spXvtKuuuoqe+c73znt7GW2ef/EE0+0U045xX7/+9/b3XffbWvWrJl2TjF5/Xvf+95pf/T54fbcc8+pumzvHZl/mYy/Ng64Ye9973vt6quvtlNOOcWuuOKKaQtpkiT2lre8xUII9t73vjfX/ScP977yla/YU5/61Kmvf+1rX5vRH1ecqSiKrFgsTqv/xMSEfeELX8h9z7322svuuuuu7cYWL15sL3/5y+2Tn/ykNZtNO/roo23ZsmXTPjP5K0oercmf3L7uuuvsG9/4xjY/Qbw9u+yyi5ltPXz96Ec/akuWLNnmjyY+0ubNm+3b3/627bvvvtO+KTB5uH333Xfb9773Pdtvv/0e9TM8UpIkdtxxx1kURXb11VfbF7/4RXvXu95lz33uc6cl0ZNPPtmOOuqozPs98g86bs+GDRvsd7/7nR100EHbjV9wwQVWrVa3+efNk172spfZtddea1dfffXUP98yM/vud79rhUJh6o+JPtzSpUunXrT/3//7f9bd3W1vfOMbt/nc3XffbQMDA9v8ywYAeCxN5vw3v/nN9rWvfW2bP1L8SFEUWQhhmzX385///DZ/7HcyD91yyy3T1kfvV0qZbT10P+CAA2yvvfayL37xi/arX/1q6oB7Und3tx1++OHWbDbtJS95id12223bPeB+NHV9LP32t7+1s846y3bZZZepX8920EEH2Zw5c+z222+3t73tbfL6gw8+2L761a/av/7rv7ovrIceeqhdccUVtnr16qmf3jIzu/TSS62rq8s9RM9y4okn2uWXX27f/e537bLLLrNjjjnG5syZMxV/3vOeZ2ZbDy8e3sc33XST/f73v5/6V3OeOI7tda97nZ133nn24x//2G6++Wb7zGc+M+0zRx11lH35y1+2JEm2+ZdrDzf5zYMvfvGL9rSnPW3q65dffvlfdH8JAJ1m6dKl9o//+I/2hz/8wY4//nj3c4ceeqhdfvnl9s1vftOOOeaYqa9P/iFI7wesskRRZOVyedr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",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 3.0%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 2min 11s, sys: 25.7 s, total: 2min 37s\n",
      "Wall time: 2min 37s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3370.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; crop_size=64; max_iter=30; do_it()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fceeeec6-78bc-4f08-9bc8-ad119b10dc7e",
   "metadata": {},
   "source": [
    "## Just one chanel test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5a51a86f-a60a-40c9-805a-820734129b8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_it_mono():\n",
    "    import numpy as np, cupy as cp, cupyx.scipy.signal as cp_signal, matplotlib.pyplot as plt; from skimage import metrics, filters; from scipy import ndimage; from PIL import Image; import warnings; import tifffile\n",
    "    warnings.filterwarnings('ignore'); load_dng = lambda f: (lambda img: (lambda a: a.astype(np.float32)/a.max())(np.array(img)))(Image.open(f)); img = load_dng(fname)\n",
    "    if img.ndim == 3: img = img.mean(axis=2)\n",
    "    print(f\"Loaded. Shape: {img.shape}, range: [{img.min():.3f}, {img.max():.3f}]\")\n",
    "    moffat_psf = lambda size=15, alpha=3, beta=2.0: (lambda y,x,r: (lambda p: p/p.sum())((1/(np.pi*alpha*(1+(r/alpha)**2)) if beta==1.0 else (beta-1)/(np.pi*alpha**2)*(1+(r/alpha)**2)**(-beta))))(*np.mgrid[-size:size+1,-size:size+1], np.hypot(*np.mgrid[-size:size+1,-size:size+1]))\n",
    "    gaussian_psf = lambda size=15, sigma=3: (lambda y,x,r2: (lambda p: p/p.sum())(np.exp(-r2/(2*sigma**2))))(*np.mgrid[-size:size+1,-size:size+1], sum(x**2 for x in np.mgrid[-size:size+1,-size:size+1]))\n",
    "    entropy = lambda im, bins=256: (lambda h,p: -np.sum(p*np.log2(p)) if len(p[p>0]) else 0)(*(lambda h: (h/h.sum(), h/h.sum()))(np.histogram(im.ravel(), bins=bins, range=(0,1))[0]))\n",
    "    extract_random_crops = lambda img, n=6, s=512: [(img[y:y+s, x:x+s], (y,x)) for y,x in [(np.random.randint(0, img.shape[0]-s), np.random.randint(0, img.shape[1]-s)) for _ in range(n)]]\n",
    "    def richardson_lucy_gpu(image, psf, num_iter=30, clip=True):\n",
    "        image_gpu = cp.asarray(image, dtype=cp.float32); psf_gpu = cp.asarray(psf, dtype=cp.float32); psf_mirror_gpu = psf_gpu[::-1, ::-1]; eps = cp.finfo(cp.float32).eps; y_gpu = cp.full_like(image_gpu, 0.5, dtype=cp.float32)\n",
    "        for _ in range(num_iter): blur = cp_signal.convolve2d(y_gpu, psf_gpu, mode='same', boundary='symm'); y_gpu = (lambda rb: cp.clip(y_gpu * rb, 0, 1) if clip else y_gpu * rb)(cp_signal.convolve2d(image_gpu / cp.where(blur < eps, eps, blur), psf_mirror_gpu, mode='same', boundary='symm'))\n",
    "        return cp.asnumpy(y_gpu)\n",
    "    def comprehensive_metrics(original, processed):\n",
    "        original_gray = original; processed_gray = processed\n",
    "        ssim = metrics.structural_similarity(original_gray, processed_gray, data_range=1.0); mse = metrics.mean_squared_error(original_gray, processed_gray); psnr = 100.0 if mse < 1e-10 else 10 * np.log10(1.0 / mse); entropy_orig = entropy(original_gray); entropy_proc = entropy(processed_gray)\n",
    "        grad_orig = filters.sobel(original_gray); grad_proc = filters.sobel(processed_gray); edge_correlation = np.corrcoef(grad_orig.ravel(), grad_proc.ravel())[0,1] if grad_orig.std() > 0 and grad_proc.std() > 0 else 0.0\n",
    "        edge_enhancement = grad_proc.std() / grad_orig.std() if grad_orig.std() > 0 and grad_proc.std() > 0 else 0.0; laplacian_orig = ndimage.laplace(original_gray); laplacian_proc = ndimage.laplace(processed_gray); sharpness_orig = np.var(laplacian_orig); sharpness_proc = np.var(laplacian_proc)\n",
    "        sharpness_ratio = sharpness_proc / (sharpness_orig + 1e-10); local_contrast = lambda img, w=5: np.mean(np.sqrt(np.maximum(ndimage.uniform_filter(img**2, w) - ndimage.uniform_filter(img, w)**2, 0)))\n",
    "        contrast_orig = local_contrast(original_gray); contrast_proc = local_contrast(processed_gray); contrast_ratio = contrast_proc / (contrast_orig + 1e-10)\n",
    "        return {'ssim': ssim, 'psnr': psnr, 'mse': mse, 'entropy_gain': entropy_proc - entropy_orig, 'edge_correlation': edge_correlation, 'edge_enhancement': edge_enhancement, 'sharpness_ratio': sharpness_ratio, 'contrast_ratio': contrast_ratio}\n",
    "    def rl_full_iterations(image, psf, max_iter=30, early_stop_patience=3):\n",
    "        r = []; s = -1; i = 1; b = 0\n",
    "        while i <= max_iter and b < early_stop_patience: d = richardson_lucy_gpu(image, psf, num_iter=i, clip=True); m = comprehensive_metrics(image, d); m['iterations'] = i; r.append(m); s, b = (m['ssim'], 0) if m['ssim'] > s else (s, b + 1); i += 1\n",
    "        if b >= early_stop_patience: print(f\"  Early stopping at iteration {i-1} (SSIM={r[-1]['ssim']:.4f})\"); return r\n",
    "    print(\"🚀 Fair comparison: Isotropic Gaussian vs Moffat (MONO)\\n\" + \"=\" * 60 + \"\\n\" + (f\"GPU detected: {(gp:=cp.cuda.runtime.getDeviceProperties(0))['name'].decode()}\\nGPU memory: {gp['totalGlobalMem'] / 1024**3:.1f} GB\" if cp.cuda.runtime.getDeviceCount() > 0 else \"⚠️  No GPU detected! Code will run slower.\") + \"\\n\")\n",
    "    all_results = []; all_deconvolved = []; best_overall_g = {'ssim': -1}; best_overall_m = {'ssim': -1}; best_g_img = None; best_m_img = None\n",
    "    for config in test_configs:\n",
    "        print(f\"\\nTest: size={config['size']}, σ/α={config['param']}, β={config['beta']}\")\n",
    "        psf_g = gaussian_psf(size=config['size'], sigma=config['param']); psf_m = moffat_psf(size=config['size'], alpha=config['param'], beta=config['beta'])\n",
    "        print(\"Computing Gaussian...\"); results_g = rl_full_iterations(img, psf_g, max_iter=max_iter); print(\"Computing Moffat...\"); results_m = rl_full_iterations(img, psf_m, max_iter=max_iter)\n",
    "        best_g_result = max(results_g, key=lambda x: x['ssim']); best_m_result = max(results_m, key=lambda x: x['ssim'])\n",
    "        best_g_img_current = richardson_lucy_gpu(img, psf_g, num_iter=best_g_result['iterations'], clip=True); best_m_img_current = richardson_lucy_gpu(img, psf_m, num_iter=best_m_result['iterations'], clip=True)\n",
    "        if best_g_result['ssim'] > best_overall_g['ssim']: best_overall_g = best_g_result; best_g_img = best_g_img_current; best_g_config = config\n",
    "        if best_m_result['ssim'] > best_overall_m['ssim']: best_overall_m = best_m_result; best_m_img = best_m_img_current; best_m_config = config\n",
    "        all_results.append({'config': config, 'gaussian': results_g, 'moffat': results_m, 'best_g_metrics': best_g_result, 'best_m_metrics': best_m_result})\n",
    "        all_deconvolved.append({'config': config, 'gaussian_img': best_g_img_current, 'moffat_img': best_m_img_current}); print(f\"\\nBest results:\\nGaussian: SSIM={best_g_result['ssim']:.4f} at iteration {best_g_result['iterations']}\"); print(f\"Moffat:   SSIM={best_m_result['ssim']:.4f} at iteration {best_m_result['iterations']}\")\n",
    "        improvement = (best_m_result['ssim']/best_g_result['ssim']-1)*100 if best_m_result['ssim'] > best_g_result['ssim'] else (best_g_result['ssim']/best_m_result['ssim']-1)*100; print(f\"🏆 {'Moffat' if best_m_result['ssim'] > best_g_result['ssim'] else 'Gaussian'} better by {abs(improvement):.1f}%\")\n",
    "    save_img = lambda arr, fname: tifffile.imwrite(fname, (np.clip(arr, 0, 1) * 65535).astype(np.uint16), compression='none', photometric='minisblack')\n",
    "    save_img(best_g_img, 'best_gaussian_deconv.tif'); save_img(best_m_img, 'best_moffat_deconv.tif')\n",
    "    print(f\"\\n💾 Saved best results:\\n   best_gaussian_deconv.tif (σ/α={best_g_config['param']}, SSIM={best_overall_g['ssim']:.4f})\\n   best_moffat_deconv.tif (α={best_m_config['param']}, β={best_m_config['beta']}, SSIM={best_overall_m['ssim']:.4f})\")\n",
    "    print(\"\\n\" + \"=\"*60 + \"\\nDETAILED METRICS COMPARISON\\n\" + \"=\"*60)\n",
    "    for idx, result in enumerate(all_results):\n",
    "        c, g, m = result['config'], result['best_g_metrics'], result['best_m_metrics']\n",
    "        print(f\"\\nConfiguration: σ/α={c['param']}, size={c['size']}\\nBest iterations: Gaussian={g['iterations']}, Moffat={m['iterations']}\\n\\n{'Metric':<20} {'Gaussian':>12} {'Moffat':>12} {'Winner':>15}\\n\" + \"-\"*60)\n",
    "        for name, key, hi in [('SSIM','ssim',1), ('PSNR (dB)','psnr',1), ('MSE','mse',0), ('Edge Correlation','edge_correlation',1), ('Edge Enhancement','edge_enhancement',1), ('Sharpness Ratio','sharpness_ratio',1), ('Contrast Ratio','contrast_ratio',1), ('Entropy Gain','entropy_gain',0)]:\n",
    "            gv, mv = g[key], m[key]; w = ('Gaussian' if (abs(gv)<abs(mv) if key=='entropy_gain' else (gv>mv if hi else gv<mv)) else 'Moffat') + f\" ({'±' if key=='entropy_gain' else '+' if hi else '-'}{abs((max(abs(gv),abs(mv))/min(abs(gv),abs(mv))-1)*100):.1f}%)\"\n",
    "            print(f\"{name:<20} {gv:>12.4f} {mv:>12.4f} {w:>15}\")\n",
    "    print(\"\\n\" + \"=\"*60 + \"\\nVISUAL COMPARISON OF RANDOM CROPS\\n\" + \"=\"*60); best_config_idx = min(1, len(all_deconvolved)-1); best_deconv = all_deconvolved[best_config_idx]; crops_with_pos = extract_random_crops(img, n=6, s=crop_size); fig, axes = plt.subplots(6, 3, figsize=(15, 30))\n",
    "    for i, (crop, (y, x)) in enumerate(crops_with_pos):\n",
    "        axes[i, 0].imshow(crop, cmap='gray'); axes[i, 0].set_title(f'Original (y={y}, x={x})'); axes[i, 0].axis('off')\n",
    "        g_crop = best_deconv['gaussian_img'][y:y+crop_size, x:x+crop_size]; axes[i, 1].imshow(g_crop, cmap='gray'); axes[i, 1].set_title('Gaussian Deconvolved'); axes[i, 1].axis('off')\n",
    "        m_crop = best_deconv['moffat_img'][y:y+crop_size, x:x+crop_size]; axes[i, 2].imshow(m_crop, cmap='gray'); axes[i, 2].set_title('Moffat Deconvolved'); axes[i, 2].axis('off')\n",
    "    plt.tight_layout(); plt.show(); print(\"\\n\" + \"=\"*60 + \"\\nFINAL ANALYSIS\\n\" + \"=\"*60); moffat_wins = sum(1 for r in all_results if r['best_m_metrics']['ssim'] > r['best_g_metrics']['ssim']); gaussian_wins = len(all_results) - moffat_wins\n",
    "    total_improvement_m = sum((r['best_m_metrics']['ssim']/r['best_g_metrics']['ssim']-1)*100 for r in all_results if r['best_m_metrics']['ssim'] > r['best_g_metrics']['ssim'])\n",
    "    total_improvement_g = sum((r['best_g_metrics']['ssim']/r['best_m_metrics']['ssim']-1)*100 for r in all_results if r['best_g_metrics']['ssim'] <= r['best_m_metrics']['ssim'])\n",
    "    print(f\"Moffat wins: {moffat_wins}/{len(test_configs)}\\nGaussian wins: {gaussian_wins}/{len(test_configs)}\"); avg_improvement = (total_improvement_m/moffat_wins if moffat_wins > 0 else 0) if moffat_wins > gaussian_wins else (total_improvement_g/gaussian_wins if gaussian_wins > 0 else 0)\n",
    "    print(f\"\\n✅ {'MOFFAT' if moffat_wins > gaussian_wins else 'GAUSSIAN'} DOMINATES with average advantage {avg_improvement:.1f}%\"); cp.get_default_memory_pool().free_all_blocks(); print(\"\\n✅ Analysis complete!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "33542f02-1f42-48b2-9cd1-264463709e85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded. Shape: (6048, 8064), range: [0.000, 1.000]\n",
      "🚀 Fair comparison: Isotropic Gaussian vs Moffat (MONO)\n",
      "============================================================\n",
      "GPU detected: NVIDIA GeForce RTX 4090 Laptop GPU\n",
      "GPU memory: 15.7 GB\n",
      "\n",
      "\n",
      "Test: size=7, σ/α=2, β=2.0\n",
      "Computing Gaussian...\n",
      "  Early stopping at iteration 11 (SSIM=0.8553)\n",
      "Computing Moffat...\n",
      "  Early stopping at iteration 8 (SSIM=0.9331)\n",
      "\n",
      "Best results:\n",
      "Gaussian: SSIM=0.8592 at iteration 8\n",
      "Moffat:   SSIM=0.9456 at iteration 5\n",
      "🏆 Moffat better by 10.1%\n",
      "\n",
      "💾 Saved best results:\n",
      "   best_gaussian_deconv.tif (σ/α=2, SSIM=0.8592)\n",
      "   best_moffat_deconv.tif (α=2, β=2.0, SSIM=0.9456)\n",
      "\n",
      "============================================================\n",
      "DETAILED METRICS COMPARISON\n",
      "============================================================\n",
      "\n",
      "Configuration: σ/α=2, size=7\n",
      "Best iterations: Gaussian=8, Moffat=5\n",
      "\n",
      "Metric                   Gaussian       Moffat          Winner\n",
      "------------------------------------------------------------\n",
      "SSIM                       0.8592       0.9456 Moffat (+10.1%)\n",
      "PSNR (dB)                 33.2169      37.0636 Moffat (+11.6%)\n",
      "MSE                        0.0005       0.0002 Moffat (-142.5%)\n",
      "Edge Correlation           0.6801       0.8817 Moffat (+29.6%)\n",
      "Edge Enhancement           0.8364       0.9374 Moffat (+12.1%)\n",
      "Sharpness Ratio            0.0960       0.2724 Moffat (+183.7%)\n",
      "Contrast Ratio             0.8063       0.9206 Moffat (+14.2%)\n",
      "Entropy Gain               0.0019      -0.0024 Gaussian (±23.2%)\n",
      "\n",
      "============================================================\n",
      "VISUAL COMPARISON OF RANDOM CROPS\n",
      "============================================================\n"
     ]
    },
    {
     "data": {
      "image/png": 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zXF1d4bU09tn+/yXd39+HWacTH/nZOuj3+2GWnTeRbNxub2/D7Pj4OMxOTk7CjJ6jFH4/oPsul8swo7OR5qsUrrvJZBJmtEYeHh6wTepTtgdFsrmm+huNRmFGa7rb7WKbVLetVquqTaqvbNzprKb5pDnJ1ibtCaenp2FG75+0hkrh/lJ/aAyyM2G9XofZarXCayOPj49hltU7rV2qPaovuq6UUvb24r9poiy7L6HfMLRn0nXZ2NJ9KfvSqAaoJrN3S9ov6dykec5+32V7bYT2gmxNU5u0d9Gz0H5Ja6SUUj5+/Bhmnz59CrPad7ZSeIw+fPhQdV32LvjNN9+EGb0jUe1lY0s53ZcyOsfpvCiFz+qbm5swozV/cHCAbb58+bIqq13zpfA+THVL6yg7b6lP1B+qEWozey/LaiFC85nVOz3ndrsNM9ovsjbpbFwsFmFG+yn9hsvyXb/5+BfckiRJkiRJkqRG8gO3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZE6n+Mmj4+PYfa73/0Or3379m2YzWazMLu4uAiz0WiEbQ6HwzBbr9dhNp/Pw2w8HmObtf05OzsLs9PT0zCbTCbV/bm+vq7KFotFdZu1Y0tjVwqPH6H7Ul93aZPuOxgMwozmpBQev8vLy6r+7ILGJ5tPQmNEaPxoDyqllPPz86o2a2XPSOP3HFkp+Rg9h+fYL7KxnU6necf+CXz48CHM6Bnb7Tbel87G7XYbZsvlMsxub2+xTerv0dFRmPV6vTCjvmbXUn+otlarVZg9PDxgf2j8bm5uqrK7uztsk2qd+rO3F//NBNVPKaUcHx+HGe0xh4eHeF9C/W21WlXZLnNNexdldN9ut4tt0hjQ2NJ80Roqhfea/f39qjZpPyiF649qurYO6HdRKfXvV3Rdtoc/R713OvwzkvqU9bf2utrn/NJojybZnkfv2LS+6FzI6pnGnPan+/v7MMveuajNg4ODMKOapfHJxoDQ2NJvZzpPSuH9gMaP7pu989M+THNS++0lQ/vBZrMJMxp3qstSSvnll1/C7P3792FGa6Hf72ObNEY0n7X7QSl8llN/as/4Uvg8pjafa2//R5wZ9DuF1lhtluW1tZed1bXvHU/hX3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRuo89R9eXV2F2Xg8DrM3b978fT16ImqTslJKub6+DjPq7w8//BBmZ2dn2OZsNgszGlu6bj6fY5tkMBhUZeT29ra2O+mcfWlUI5nhcPjZ70t1kKGxpRqi6+gZSynl4uIizGgMqPayNinP1metXealKS4vL6uvpTnJ5pOMRqPPft+3b99ivsuZ8yVRX2h9dTr8OvDixYswo31kOp2GWbvdxjZpLu/u7sLs4OAgzLJzk9Y0PQtdt1wuw2y73WJ/yHq9DrPFYhFm2RhQTm3SfNJ1pXB/7+/v8dpINra1z0J12Wq1wuzm5gb7QzX98PBQle3t1f8dC11LY5fth7QP0VqpvWcppezv74dZtvdFaHyoDkop5fHxMcxWq1VVf7L9tNvthhnVNI0t3TPLa/eLXfaSzWaD135JHz58CDOqyePjY7wv1U/tWZ3VM61bOo9PTk6q26Q6oOekjOo1609trdN80d5eCr930B6zCxoHWnv02y97J6H70hjQ+NEam0wm2B/63lH7npjt+58+fQozOovovSI7N2v3fmozO+Nr31moLnd5z6ZraY3Re2s21zQGdFb3er2q60oppd/vh1ntN8Ps3YrGdpdviqX4F9ySJEmSJEmSpIbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRvIDtyRJkiRJkiSpkfzALUmSJEmSJElqpM5T/+G7d++qGri8vKy+73A4DLPDw8Mwm81m2Cbl0+kUr40MBoPqNv/2t7+F2adPn8Ls7Oysqr3MV199VXXfx8dHvO94PA4zehaSXUc59YeeMxvb2jap3muzLKe6pefIxv3169dV/SE0dqXwvNC1tVkppezv72MeoXGfz+dV98yurd0Trq6uMK9duySrEWqzdmyzPXyXNfgl0Tyv1+swm0wmeF86GxeLRZhtt9uqrJRSNptNVUZnUfacdOa+f/8+zD5+/Bhmy+US2yT9fj/MTk5OwozGgOqgFJ6X1WoVZp1O/EqZrS9yfX1dle0y7tTf4+PjMKP5yvZgGve9vfjvUSjL1hjtiXT+UR3c3t5im3RuUg3RfNIYlMLz2ev1wozGr9VqVV1XCq9BWrs07tSfUngMascnO/toPqm/NAa0xkop5ejoqKo/X9r9/X2YUT9vbm7wvnSG0XztMja0t9G6pXM8O6fu7u7C7JdffgkzGvfT09Mwo76WwmtoNBqF2XPtI7Qn0lzTGJTCz0nnMc0JvUOWUn/+0V5B51A27u12u6pNqqFut1vdJq0xqvfsmxc9C50L9F5BZ1im9jyhdZKt69rzmGo6G4PadyRam9lZTfNJGY17dqbQ2GbvMxn/gluSJEmSJEmS1Eh+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1Uudz3GQ4HFZfO5/Pq+5bm5VSymg0CrMXL16EGfV1PB5jm1dXV2F2c3NTdV/K1us19md/fz/M2u12mM1ms6qslFIGg0FVfwjNZSlcCzR+FxcXVf3JUA1RRrJ6p/zs7Kyqzey6d+/effY2M7V7wvn5edV1T8lr7LLGnqO+MrQGaa6zZ6lVu09nc0nXPtezfG6bzSbMsjODru31emF2eHgYZqenp9gm5XRmtFqtMMvmis7jjx8/htlvv/0WZtvtNswODg6wP8fHx2FG4/Py5csw+/XXX7HN6+vrMKP1RePe7/exTbq2du2tVitss9OJX4GpbgnNF71blcK18Pj4WHVfui5D4zeZTMKM9opSuIaoTvb26v8mh/aoWrv0Z7lcVl2X7dOE6qTb7YYZzQldVwrXEI0B1Ug2dvScJycneO2XROcCydZXbW3Rnpetn9qzmtZQ9hx3d3dh9uHDh6qMzpqjoyPsD+3fdC3VOr1XlMLvJLX7bPa7mtYXvVvQe0W2Fqi/lNF6p5rO9jWaT3qW6XQaZtm6ppzmmvZgegcqhc8bWrt0X/oWVAo/J92X+kP3zMad5vPh4SHMaNyf6920dq/N0Hv2Lmc1vZ/u+n3Fv+CWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiP5gVuSJEmSJEmS1Eh+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjdR56j8cDodhNhqNwuz8/BzvS9fW9mcwGOC1lM9ms6r+vHnzBnO677t376qyq6urMPvmm2+wP9Tf3/3ud2FG456N3Xg8DrP/8T/+R5h99913YXZ8fIxtXlxchNnPP/8cZvQsr1+/xjbn83mY0Rj88Y9/xPtGLi8vMT87Owuzt2/fVt2XnqOU+jEg+/v7VddlbVJNU1YKr0Gqk+y+kWw/pTapr7QWMvQs1B9aY9fX19gmzSfdlzKq2VL4rKJ19KXR+ba3F/+fdrfbxfv2+/0wOzo6CrOvvvqqKiullNPT0zA7PDwMM3rO1WqFbS6Xy6osq59IthecnJyE2ddffx1mnU78evfp0yds8/3792F2c3MTZjQG0+kU26T7TiaTqmyz2WCbVNO0Hui+7Xa7qr1SSun1emFG5x+NQfZetlgswozWCj1nNu5031arFWZU08+F9hIag132U3pOanO73WKbtNdQfVGbVD+llHJ/f1+V0V6S1Rc9J50pXxqNOdVA9i5M5/HLly/D7NWrV2GWnVN0HtOY0zqhvSDLqUZov6RzKqs7+u38+9//Psxo7H777Tds8y9/+UuY/frrr2FG+w+dQ6Xwb8OPHz+GGY37Lns79Zfq9uDgIMzW6zW2SWuM5rP2XaYU3i+z99oInW+Z2vegbK7pvjTX2X4RyfZTqhP6LUq/uem3RCm8Z9LvJhqD29tbbPPh4SHMaF+k67K6pPWZ/T7M+BfckiRJkiRJkqRG8gO3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZE6T/2H5+fnVQ3MZjPMh8NhVZs//PBDdZvk7Oys6rqff/4Z84uLizAbDAZh9oc//KGqP6vVquq6UurHbzwe75TXmM/nmNc+C9XlLmrri2TPSDk9J/V1l3Vd67nmZBe0dgmthevr6zDLxr22P3Td69ev8dramqbnzPaK2nVN+8V0Oq26ZynPs65rnZychNl2uw2z/f19vC+tv8PDwzA7PT0NM+prKaX0er0wozNuuVyG2Xq9xjb7/X6YHRwchBmNAfU1W7PUH2qT+prtpd1uN8yoTj59+hRm2VlNc7ZYLMKM5rPVamGbe3vx33h0OvHrMY0PXUf1XEop7XY7zGiuaR09PDxgm5PJJMxozmgvycadxojmhNqkrJRSNptNmNW+L9Nz0FyWwuuI9gRau9lz0H1r91qqn1L4LL+9vQ0zOuOz+jo+Pq7KvrQXL16EGY15to9QjXz77bdh9v3334cZrctS6vc9muebmxtsk+pgNBqFGe2JdA5l4157ZtC6pPenLK9dQ3TelsJrnq7d5cyg/ZTGj85NmhOqg6w/tMfs8l5G9Uf9rX3PyXI6U2uzLKd3EhoD2k+z/tB80j5D6y87q2ld05zc39+HGb2fl1L/Llg7J6WU8vj4GGZ0Pj6Ff8EtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRuo89R++fv06zK6urqqyUkr5/e9/H2Y//vhjmH348CHMrq+vsc39/f0wGw6HYbZcLsMse07yhz/8IcxevXoVZjQGs9msuj+Xl5dV183nc8xr+zQej6uuK6WUu7u7MKO5JlQ/mcFgUHXdLvNJ11JG45ON3S5zVqt2jHYZWxoHui/tUbT+ptMp9ufs7CzMqK903S7oOalGsj2c0BobjUZhVrvvlfKPqfcIPePj42OYZWu61+uFWavVCrPtdhtm2Znx8PAQZpvNpqo/dI6XUsrJyUmY0XtQpxO/TtG63dvjvzOgMfjll1/CrNvthtlqtcI2J5NJmNG+RvOZzTX1ieaT6pLGoJRSDg8Pw4zqgNYKzed6vcb+kHa7HWY0BhkaW3pOWtdZTdO1VAe0drOapmspo32G1jxlpXDt0RlGc037eyk8L/Sci8UizO7v77FNymmfoTaz+ur3+2GW1cmXRO9dNzc3YZbNM5039Pw05tn+TWua+kPrhMagFJ7nN2/ehBnt7fSbMdu/aWz/8pe/hBntwTQnpXB/6d2B+krrspT695ldflMeHBxUXUv1Resoq3c6j2n/puz4+BjbpLHN3mtr7llK/X5Re6ZmfaL+0Fqo7WspfFbTnFGW1RehM/XTp09hRuNTCo8R7X217w6l8FzT/vUU/gW3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaqTOczcwnU4xv7y8DLOrq6swm81mYTYej7HNdrsdZjc3N2F2cHCA9yWj0SjMTk5Owuzh4SHMzs7Owiwbg+vr6zB7//59mNG4Z4bDYdV1VEPz+Ryvpf4OBoMwo7HNnoPapGvpul3G/bnuW9tmbR1k6L60HqiGsv3r/Pw8zGgMsvvWqh13ymiP3qXNXdDarX3O/7+gc2q5XIZZNjZ7e/H/h6/X6zCbTCZhlu3fdC09S6/XC7PsOQ8PD8Ps+++/D7NutxtmHz9+DDN658iupXekzWZTlWX54+NjmO1yVm+32zCj9d7pxK+x+/v72Obp6WmYHR0dhVm/3w8zGrts36cxaLVaVdfR2iyF+0trntYRzVcp3F+qE7pusVhgm7Rf0LWr1SrMaM3TOimFx51+o5Bsrimn/tKcZOuaxp3GtrYuM1RDXxrtI3SGZfNMZ8ovv/wSZrTHZHsX5fQs9L6S7SN0VtfuT/RbgX43l8Jn9adPn8KM9p9dap3WNLWZzTWtWxp3mms6b0vhtULzSWuFMtq3SuF9pPZdJnsvo/mk9yBaf9lZQ23S+NG5QPVTCtc81S3NGfU16092lkdoTrI9/Pb2tuq+ND5ZfRFqk8Yvq6/a99qn8C+4JUmSJEmSJEmN5AduSZIkSZIkSVIj+YFbkiRJkiRJktRIfuCWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiN1nvoPl8tlmI1GozAbDAZ43/l8Hmbv3r0Lsz/84Q9hNhwOsc3379+H2U8//RRm5+fnYfb69Wtsk1xcXITZbDYLs/V6Xd0m3ffq6irMptNpmB0eHmKblFMdZDVUa39/P8zOzs7CLKsvMh6Pw4zmhGT9oftSfwjNVym8JxB6ll3Gna6l8amdkwzVHmXZuO4yRpFsrmvt0tfnmLNsbJ9rT/jc9vbi/7emvTR7BrqW2qR3h8lkgm1++vQpzOgsor5+/fXX2CbNM9UIrRPaZx8eHrA/Hz58CDMav8fHxzDbbDbYZrvdDrNWqxVm2+02zFarFbbZ6cSvo91uN8zovSJb0ycnJ1Vt0rNQvWd76WKxqLovZdm4k9p3pOxdkNYnjTvVdLaX0Pty7Vqhms3ez+m+NGeUUf2Uws9Ja5fum9UX3ZfODaqDfr+PbdJZRnvbl0ZjQ2tvl/vSOqG5pHuWUsrt7W2Y0b53enoaZtnvatpHqNbpOem67Kym95XffvstzGh8aB2Ukq+FCO1P2d5F65b689VXX4VZ9l5GaPxoPnf5hkJ7IvWH2tzlHeng4CDM6D0oO6vpvrV7afYbrfadhdZKr9cLs+PjY7wv1TTti1R72bsgvR/Qvkc1ku0Vte8dtB9kvyupvmjOnsK/4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1kh+4JUmSJEmSJEmN1PkcNzk7O6u+ttfrhdl8Pg+z0WgUZoPBANu8vb3NO/Z/MZvNqtvsdOKhpvuOx+MwW6/XYXZ9fY39ofuS/f39qutKKeXTp0/V19YaDof/VPekuaaM1ljWH7ovrTGS1c90Og0zqiFa19k+8xxznaGxJdl+EXmu2qP5zPpKfarNMrS/1dZeVl+7rMEvabVahRnNZTbPNHbdbjfMNptNmGX7z93dXZg9PDyE2WKxCLODgwNs8+TkJMzoHCf0nJPJBK+9v7+vuna5XIbZdrvFNlutVpjRO1vt+JTCNUT3PTw8DLPj42NsM6uFCI0f1TtlpXDdUh3UroUMjc/eXvz3Mdm4Z3lkl/qifZEymjPqTzbXtD5pbOm67H3k8fExzGrrlsaulOfZS2jNl1LK6elpmNE+86XR2NHay36H1b6rUJs0jxl6J6P5oN+4pZTSbrfDjGqWzs0PHz6E2a+//or9oW8LtPboObMxoBrq9/thRusrWyPUJt2X+lN7FpfC71c07rTP0t6UtUnnMe3f2fsw1TTtCVRD2W+Xo6OjqmvpWWgMsmvpWWiP2uW3D73v0VzTvpeta3oW2vdo7WbjTvVF64jWPNVPKXxW7fK9sRT/gluSJEmSJEmS1FB+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1kh+4JUmSJEmSJEmN1HnqPxyPx2HW6/XC7OzsDO/7zTffPLUL/8H19XWYUV9LKWU2m4XZcDis6s/NzQ3mL1++DLN/+Zd/qWrzz3/+c5hdXl5W3bOUUkajUZjR+Lx//x7v+8svv4TZq1evwmx/fx/vS+bzeZhNp9MwoxqqrZHsWqrL2nvuYjAYVGWllHJ1dRVmtf3d5TlpbGuzUri+CNUe7Zm1NZJd+xx74nPetxbVbdaf7Cz7Z0FjvrcX/5/2arXC+z4+PoYZrYOHh4cwo3VQSinL5TLMFosFXlvbJj1Lt9utuq42K4XHYLPZVGXr9RrbbLVamNdc12638VrqL6mty1JK6XTiV2BaK9n41aL7Uh3Qc2Znxna7rcoODg7CLFubdF9CNUJ1UAqPH2XUV6ofumcpvA9RHdBzZnsb7fG1e0m2bmmM6Dym+qLfKKWUcnR0FGbZOfcl0XzRWZO9q9D40NjQXGb1XDuutFdMJhO89vT0NMzodyOdRXd3d2GWfVugZ6Fap28o9/f32Ca9XxGqoez8pz2I6oDmk8a9FB4j2i8po3vS+f+UPELnSbbG6Cyna6n2sveD2u8vuzwnrSPqL+1fNF/Z+wqtQaov6usu75DUXxr3Xc4+OsdpL8l+N7948aK6Txn/gluSJEmSJEmS1Eh+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1Uuep//Dq6irMNptNmA2HQ7xvlteYzWbVOfWHrvvpp5+wzfPz8zD78ccfw+zk5ATvG7m+vq66rpRSfvjhhzAbjUZh9v79e7zvxcVFmL169SrMdqmRm5ubMJvP51XZeDzGNqm/tfW1C3oWQn09OzvDa2m/oPsOBoOq67K8dtyzuaaxnU6nVddRm9m419YQ9Scbd9praD6zsSV0X8poH96lP/9MHh4ewmy9XocZneOllNJut6v6QzW73W7x2uVyWXUtPediscA2J5NJmHW73TCjtUfPsVqtsD97e/HfIdCcUF8ztXVCz5LNde19KaPnKIXnpd/vh1mr1Qqz7Dn/2VB/KaP5yvaSx8fHMKOziNZY9p5DbVIN0VzTdVRbpdS/l9WuhazNbM4itD+Vwuvo6OgozF68eBFm2XtQr9cLs11+G31u9I5I85GdxfQOROcCvTtQX0sp5e7uLszoWWidfPjwAdukeabfqlSzdGZka5qurf0de3t7i3k2L5H9/f0wo3EthWuI+vPp06cwy87q4+PjMKvdu2hvz9YY1VCnE39aoz269h27lPr3DhqDXdqk56SzuBReZ/T+Tm1SjWT1XjtG9JxZvVNO5zjVXrZO6Fpaf3RW03WllHJwcBBmdB49hX/BLUmSJEmSJElqJD9wS5IkSZIkSZIayQ/ckiRJkiRJkqRG8gO3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhqp89R/+MMPP4TZx48fw+zf/u3f8L4XFxdhNhqNwmw4HIbZbDbDNo+Pj8PsxYsXYTYYDMKs1+thm5PJJMz+/Oc/h9l4PA6zdrsdZi9fvsT+0BhdXl5WZfSMpfC4/8//+T/D7Pz8PMzevHmDbf7n//yfw4yeheqS5iTrE7VJz0n1nnn9+nWYUR1cX1+H2XQ6xTapv7SOdnlOehbKaD6zuaY5ozHK9qhaZ2dnn71NqoPMfD4PMxpbuq4Ufs4ff/wxzGgt7FJ7/0xo7BaLRdV1pZSyXC7D7OHhIcy+/vrrMKMzoZRSOp34FYXOP8roOUrhc4z6Q+uL2txsNtgfQv1ptVpVWSmlPD4+htl2uw2z9Xpdle1yLc31arXCNmns9/f3w6zb7eJ9I9kYEJprev/cpb5oT6Txob6WwvNC64j2qGxsqeZpPmuv29ur//shWmPPheqE1lj22+fw8DDM6Byn7OjoCNuk/Zb2ti+Nxvzu7i7Msvfvm5ubMLu6ugoz+v2bzTPl9M5P6yR7Z6VvD7TH0HsQ1Xq279futbTeqT+l8P5Ez3l7extmtGZL4TmjMaD5zMaOxojmheqS9ons3SHLIzR22Rqr/V1N85m1Sc9J78pUX7v8/qXxo7VA9VM7l6Xk7zqR7HcInVN0LT1n1lc6V7/55pswe/XqVZhle+YuazDjX3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRuo89R9eX1+H2Ww2q+7AdDqtuu7NmzfVbZ6cnITZ2dlZ1T0vLy8xpzEaj8dh9tVXX4XZcrmsai/Lh8MhXhvJxu78/LyqP/P5PMyycae6ra29wWBQdV0ppbx9+zbMqA4uLi7CLHsOGj9C80nPUUopV1dXYUbjV1t7mdr6ysaO7kvjt7+/j/etVduf2ntmOa0/GoOsr5RTf6guR6MRtknX0tr90jabTZitVqswWywWeN/Hx8cwW6/XYbbdbvG+5PT0NMxoH9nbi//vPusP1U+r1Qqzh4eHMKOxpXO8FJ4z0unEr3eUZXltHWTPQTnVNGXtdhvbpLGnMaA2Se1clsL9ob201+vhfammDw4Owuz4+Li6zdp9iK7LapqeheqE7tvtdqv7QznNCe1tWZv9fr/qWrqOxrUU3sPptxj15/7+HtucTCZhdnd3h9d+SbRf0rtndobRvkZriGrrm2++wTZpnmmvoP7QPJbCdUBjROOzy/sKoTODxv3w8BDvS+uExpZq7/b2FtskNLY0BtSfLKffjXQd1U92VtP6rD2naD8shc952qNp/dEZVgo/S+3v6myu6f2BxqD2vSx7X6H3A6o9Gtvs99YuazCSfXd4+fJl1bU0n9lc39zchBl9P3gK/4JbkiRJkiRJktRIfuCWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiP5gVuSJEmSJEmS1Eh+4JYkSZIkSZIkNVLnqf9wNps9Swf29/errru+vg6z0WiE156dnVVl4/E471hgPp9XXXd5eRlmP//8c5hdXFzgfQeDQZjRnEyn06rrsjbPz8/DjJ6F6iDLqU6oPxlaK1Rfw+Gwqr2s3gmND81X1tfaa2vHIEP3pfmi5yilfj5r+5PtQXTtc9Ul9YnapPtm64/mhWr63bt31W3Sc2b70JfU7XbDbL1eV2WllLJcLsOM5pnOjOxcpD61Wq0w29uL/+8+e87as5qec5cxWCwWYUZjQOdxr9fDNsnj42OY0bNst1u872azqepPpxO/xlKWoTqhvtJzZrVHaM52mU8aI9qjaQ/O5pL2i9r1t8v75/HxcZjVvpNkv5kopzWfrSPS7/fDjGro4OAgzE5PT7HN2t949/f3YXZzc4PX3t3dhRntxV9a7VzSvp/ltAfR2svWNM0zrS+aq13eSdrtdtV1t7e3VVkppaxWqzCj9UXvbJSVUsqLFy/CjM5qWkOTyQTbJDTutP9QluV0hlFNU31l7w50ntD+Tc+RnTVUXzTuVHvZGqvdo2rfK0rh36MvX74MMxpb2vezdU01RGuM1m72baG2Num+33zzDbZ5eHgYZjR+V1dXYZa9zz08PFRfm/EvuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1kh+4JUmSJEmSJEmN5AduSZIkSZIkSVIj+YFbkiRJkiRJktRInaf+w+FwGGbr9TrMBoMB3vfk5OSpXfgPLi4uwuz169fVbc5mszAbj8dhNp/Psc1ab9++DbOrq6swu76+xvvSvNBc115XSinn5+dh9u7dO7w2MhqNMN/f36++thbVEGU0ZzTuNK4Z6s9zqV1jWX3VovtmY3t2dhZmVF90HY1BNl9UQ7RfUJvU16xPNLa1Y5ehMaB9+qeffsL70l7yz+Tw8LDqutVqhXmnE78uUNZqtcKM3h1KKeXx8THMFotFmPV6vTCjvmaov8vlMsyo7rI1Tdd2u90w22w2YZa9l9G6pTp5eHgIs2zc6Tlp3Om+2XNSnRCqy6ymCT1LbU1n4763F/+dS7vdDjOqr8lkgm3SWql9J8n255cvX4bZq1evwqz298L79++xP1TvND60/mguS+H1QOcGncfHx8fYJvXp7u4uzOid5NOnT9gm1d8u6/Nzo/mgc5Oy7L50ZlDd0VyVwu9dVLO1v5dK4b2N6o7Gj/Z2Gp9S8neoCPU1e587OjoKMxo/epasvgjV1y7vZXQW0bjXfpvp9/uY03PS+NFz1L6PlMLn8S7fp7bbbZjVfvvL5prO49///vdhRmc1nSfZ9yf67fzx48cw2+XdlK6lPYHec7755htsk+qW9n86j7NzI9tTd+FfcEuSJEmSJEmSGskP3JIkSZIkSZKkRvIDtyRJkiRJkiSpkfzALUmSJEmSJElqJD9wS5IkSZIkSZIayQ/ckiRJkiRJkqRG6jz1H45GozCbTCafpTP/b2dnZ2F2fX0dZrPZDO97dXUVZsPhsPq+hMaP2hyPx589K6WUwWAQZjTudF+6rpT68aOxe/36ddU9S9ltPp/DdDoNMxr3+XyO96W5pvvu7+/jfZ/DP9uc7IKeJVufkV3W2OXlZVW2S31Rf2nfo/09Q2NAewmtvyY5ODgIs/V6HWabzQbv2+12q9qked7b4/9jX61WYfb4+Bhm7XY7zKheSyml3++H2WKxqOoPraHlcon9ofvS+NEY0JyUUsrJyQnmERrbTodfNymnOqDraC6za2lettttmNE6yuq9tm7pObNxp/5S7T08PFRdVwrPJ2U0ftnY9nq9MKOxpX2P9gOqkVL4Oan2aGypr5lWq1V1HY1Blt/c3ITZ7e1tmFHtPaVP/yxOT0/DjH5XZ7VF+3t2/kWyNU3vbDRf9Cy0H5bC+x5l2bNEsnEntD/RHp2taZpPGj/aD7Pxof2pdv/OzilS++5V29dSePyoTmifzfZgmk96Flp/u/zuoTbJLnNNtUe//Whss/dh6i/VF9Vl9m56fHwcZvR7i/qazTU9C9UQvUNmvyt32VMz/gW3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaqTOU//hcDgMs8lkEmbz+Rzve3JyEmaz2SzM3rx5E2bU11JK6fV6VW2S0WiEedanmuvOz8/DLHsOui9lZ2dnVdeVwmNE/aU2M5eXl2F2fX1ddc9d5rq2vgaDwbP0p1b2HDRndG1tVkq+1zyH5xjb2rVZSv24k+l0ijnVJtllrmufhcbv7du3eO14PA6zf0TtRTabTZh1OvGRv7fH/99NY3d0dBRmBwcHYUZncSn8LNvtNszoOak/T8lr0HNQVgo/Z6vVCjMag2zN0hhQnVB/lssltrlararuu8tzdrvdMKPnrJ3PbI1Rf2j97e/vhxmNXSm8l9K+RtctFgtsk8aI+tvv98NsvV5jm9Rf2tvv7+/D7OHhIczu7u6wP4+Pj2FWu+bb7Ta2STmN383NTdV1pfD7Q20NZXsmPWc2Rl8S7V0kewba9+ispvVFWSm8t1GN0LMcHx9jm/T9gMaWziI6hzK15xSNbXaG0X3pPKGxzd5nP3z4EGa0bmmus3dBepbaM3eX92GaF8rovtkYUH3RuFOW1XvtethlbG9vb8OMzs3avT17N6V5qf39m72XEap3Grtff/0V70vnMdUBzefh4SG2SXtNds5n/AtuSZIkSZIkSVIj+YFbkiRJkiRJktRIfuCWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiP5gVuSJEmSJEmS1Eidp/7D8XgcZvP5PMwGgwHedzgcVmWj0ajqulJKWa/XmEfoWc7Pz6vuWUops9kszP70pz+F2eXlZZhdXV1V9+fs7CzMsvkk1F9qk9DYlVLK9fV1mFFNU3+y+qKc2qytoWzsaK3QtTS22bg/B9pndkE1nc01eY7x26X2aK4po5rNriV0X1q3pZQynU7DbH9/P8xo3LP1t0stfEn0jHT29Xo9vG+32w2zfr9fdd92u41t7u3F/wdPGa3po6MjbPPg4CDMavegzWYTZvQcpZTS6cSvaTS2te9WpfBcUw1tt9swozF4Sh6hGspqmsaBxqBWq9XCnOaa+kp7Xva++/DwEGbL5TLMaJ+h60rhOaNxz9YKobX76dOnMKPxo+fM9gq673Pstdl9Hx8fw+zu7i7MJpMJtll7HtXWSCk8DrTGvjR6z1mtVmGW7d+15x/tI1lt1To+Pg6zV69e4bV0VtP75c3NTZhRvWZnFJ1/tPfTms7qldYttUl9zX6f0Jqna6m+spqma2k/oDmjsaM5KaX+dyPNJ81JKaXc399XXUvPuVgssE1Cz1KblcL9pXVN5zHtp7u8g5+enoYZ1V72Llj7re3Dhw9hRvteKVwLtMZobWbPQXt47bfaf+dfcEuSJEmSJEmSGskP3JIkSZIkSZKkRvIDtyRJkiRJkiSpkfzALUmSJEmSJElqJD9wS5IkSZIkSZIayQ/ckiRJkiRJkqRG8gO3JEmSJEmSJKmROk/9hxcXF2H27bffhtnZ2Rnel/LBYBBm8/kc70t6vV5Vm9TX7DnJ5eVl1XW7tFl739evX1ff9/r6OsyovmazWVVWSinT6TTMaK7pOXcZd7qWnuXq6irMsvrZ398Ps9rnHI1G2GbtfNK6prkshZ+zdl0Ph0Nsk/LxeBxmNAZ0XaZ2j3quva12DLK53mX/j2TriOb6ufbiGg8PD2G2txf/nzZlpZSyWq3CbLPZhNl2u63Kdrlvq9UKs+w56b7r9RqvjdA7R7/fx2spPzw8rMqoP6Xwc9LanEwmYbZYLLBNqq/aue50+BWXxpaupfGpXSellNLtdqsyms9sL63dh7P5JDS2dFYfHByEWVbTtO6Xy2VVRucQ1UEpXNP0LFQHNHal8LjTfFId3N3dYZs0RrR26bzN3sto78v22y/p9vY2zGies+en2qJ6pjWSndU0l/Qs9N7+4sULbJPG4ebmJsweHx/DjJ4jW190LtS+Px4dHWGb9L53f38fZjSf2e9q2tuohmjtZfs31Qndl+aTvknQuJbCc031fnx8HGZUl6XwHk393eWsprGlmqa1ku3BVEO1716151Ap/N5BGdVBu93GNulaWtf0Dk7nTSk8fjSf9F6RvYPXvu89hX/BLUmSJEmSJElqJD9wS5IkSZIkSZIayQ/ckiRJkiRJkqRG8gO3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhqp89R/eHZ2VtXA1dUV5h8/fgyzwWAQZvP5PMzevHmDba5Wq6r7kmx8hsNhmJ2fn4fZv/3bv1X1h+5ZSimXl5dh9u7duzCj53z9+jW2SbUwGo3w2pr+lMLjPpvNwmw8Hlddl7VJ2XOtsel0Gmb0LLVZKVxfZH9/P8yy8aGcxp3mOhtbQjVd29dM7bU0X9lc017zXONO41ebZW3WrusvbbPZPMt1dG5SVtufzHq9DjM6x29vb/G+Dw8PYXZ/f5937P+C9rVdxufw8DDMqCZp7Erh8bu7u6vKsn2EaqjTefKr6t9lu91WXddqtcJsby/+u5Ha9jI0dnT+l1LKZDIJM1oLj4+PYdbv97HNbrcbZgcHB1UZ3bMUnhcav9q5ztB9KWu321VZKbyOlstlVX+ymn6Oms/q6+TkJMxoL/7SaD6onrMzg864xWIRZkdHR2GWjRv1ieaL5or2n1J4D6Lzhur5+Pg4zHq9HvaH1hB9z6Czmva8Uur3aNrzsjVL81l7VmdzTeg9iOqW2szOTXpHonGndUJrsxR+/6RnoTaz3y60J9DapbMx27/oWqo9ymrHpxRe97RWaD6zd4fac576kz1n7XvHLu9BtC9SfT2Ff8EtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGqnz1H/4X/7LfwmzzWYTZrPZDO87mUzCbDweh9kf//hHvC/561//WnXdcDgMM+prll9fX4fZ2dlZ3rH/i8FggDk9y+XlZVWb2RhktVBjl3vSGNB9ab6y/M2bN1VtkmyuKaf6ovHJnJ+fhxmNz3Q6rW6Txo+ehfpKWWY0GlVdR+PzHGsou+98Pq++luqLxnZ/fx/brEV7VDZf9Cy1c/0cer1e1XV7e/z/3ZRTRv05ODjANjud+BWl1WqFGdXshw8fsM3tdhtmi8UCr40cHx+HWb/fr7pnKfVzne2zd3d3YXZ7extmDw8PYbZarbBNmutut1t1Hb2blsLjQP2l66hGqGZL4f6u1+swo3q/v7/HNimnvZ3WSVaX7Xa7KiPZXNMeRW3Ss1CbWX+yPEJ1UHvPUniN0R6V7V/UJ1oPdN/s3fT09DTMaC/+0l68eBFm2V7xHOg8Pjw8xGuz98QInRn/63/9L7x2uVxW3Zf2AnrPoz2vFN776TyhLPu9SecxfV+hNrM9uHbdEnrnKKV+bGmuaW/K3odr90S6L9VzKVzTdFbTfGXv4PT9oPb9M1tHNH7025DqgM637Hc19Zf2PcqyNUbvtTQ+dPZl7+C77AkReo5S+Czf9Xe1f8EtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGqnz1H94fX0dZqvVKsz29/fxvmdnZ2E2HA7D7O3bt2E2m82wzV6vF2bz+RyvjVxdXWF+eXlZdd8ffvghzOg5aeyynO47Ho/xvoRq6LkMBoMwozHIxo/QGNWOX1bT5DmeM+vPxcVF1bXUn/Pzc2yT9pLnqunadfRc/SG0t1GbNK4Zes7avT+7b+3YZs+5y377JdGeR2d1p8OvA91ut6rNk5OTMHvx4kV1m4vFIsweHh7CbDKZYJuPj49htt1uw6zdbofZ8fFxmK3Xa+zPZrMJM5rP5XIZZtkY0Fl9d3cXZrTHtFotbJNqiNC4Z2NL/aUaouuoTXr3LIXHgO5LGa2TUrje6b7ZfBJaR1S31B+qg1J4L6Frqa97e/HfCGX7Ka1rssu4U5v0LLV7fyk8foTue3h4iNeenp6G2Wg0qurPc6Aaea5ap7H5/vvvw+yrr77CNmm/pIz2p/fv32ObdI7RGNB3iYODgzDLxp3Ohfv7+zCj58h+a9FZTeNO7w60F5TC40drs9/vh1l2TtHY0rW0/9DZl+2zVF+0rqlNercqhWuI5prGfZfz5Pb2NsxoTrJ1dHR0FGa178PT6TTM6J2jFK4hek6qWZqTUvhZ6Fr6vZXNNe01tWssQ8+SjVHGv+CWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiP5gVuSJEmSJEmS1Eh+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI3We+g+vrq7CbL1eh9loNML7fvvtt2E2HA7DbDabhdnZ2Vl1m3Tfy8vLqizz448/htlyuay6Jz3HLui+u7Q5nU7DbD6fV7dJ9Xd+fh5mVENZm1S3u9RJZH9/H3Pqz3g8rmozGwO6b+3apefIvHv3Lsyur6+r23zz5k2YPccazPpTO0aDweCz37OU59uHas8GWiu7jC2N35fW6cTH+na7DbO9Pf7/7m63G2b0/EdHR2GWndW180yyM5XeZ9rtdpjRGNDYbTYb7A+df5PJJMwWi0WY0XmbtUnjt1qtwiyrL0I1TffNxvbh4SHMbm9vw4zGlvqTjQGtT8oI1WwppfR6vTCjmqZnyfZDuvbx8THMqC6z56Q1SPVFWW17pXB/a2soGwNC65r2xKwuW61WmFF/afyys5rOnIODA7z2S6IzjPbSXd75aW3Sfb/66its89WrV2F2d3cXZn/729/CjN7NM/Qsh4eHVfekdbDLtXQe0xlVCp9FtKZpL90FjS1l2Zqm35SU0RjQXrrLPlH7jkRzWQrvtbTP0nNm5xvVCa1rqul+v49t0vjRnknvezTu2RjQnln77pCNAaE9gd6fsrOazuPajM7iUko5Pj4Os+ycy/gX3JIkSZIkSZKkRvIDtyRJkiRJkiSpkfzALUmSJEmSJElqJD9wS5IkSZIkSZIayQ/ckiRJkiRJkqRG8gO3JEmSJEmSJKmROk/9h8PhMMy63W6YnZ2d/X09+j+Mx+Mwu7i4CLPZbIb3PTk5CTN6TnqWXZ7z/Pw8zP7yl79U3XM+n2OejVENGrtSeIxorin7R8iek3KqWzIYDKqy55KNwR//+Mcwu7q6CrPpdBpmWc1SndB6oGd58+YNtkl9ysaoxi5rrFZ2Txr32rne39/HNmtrfjQahRntw9m1/0xWq1WYrdfrMKNzfBfU5na7xWt7vV6Y7e3F/z9P632xWGCbpN1uhxmtzX6/H2aPj4/YJs3nZrOpui/NSSk8L61WK8xofDodft2k+qutg+zMmEwmYfbw8BBmNCfU1wyNLT0njfvR0RG2SbVA+zD1J9ufqRZobGl8sr2E1gq1SfelmqU1XwrvF7X1nq1r2heXy2WY0TrKfmvQ2Naiei+Fxyirky+Jxpz6me2ltefNb7/9FmbZvvbixYuqa+n3+P39PbZJZ/np6WmY0fhQvdKZUAqPbe2Zms314eEh5jX9eY41WwqvSxqDDNUBrTE6p7Jxp2eh8aP70loopZTXr1+HGb3L7NImnZuU0R6d/daoHVvqD8l+Vx8fH4cZ1S31NTvD6Pfxhw8fwozqIDv7avchesekfbgU/l2dvUNl/AtuSZIkSZIkSVIj+YFbkiRJkiRJktRIfuCWJEmSJEmSJDWSH7glSZIkSZIkSY3kB25JkiRJkiRJUiP5gVuSJEmSJEmS1Eidp/7D2WwWZuv1OsyGwyHe9+Tk5Kld+A8uLy/DjPpaSim9Xi/MRqNRmJ2fn4fZmzdvsM3xeBxm9Cw0fmdnZ1XtlcJjVNtmNu6196Xrrq+vsU1C/c3G7zkMBoMwo/GhLPMcdVBK/bPU3rOUUubzeZhl+1CE1nwpvHafQ7bGKK+t9132tlrZPWvrq7YOSsnH/p/FcrkMs81mU5VlOa2929vbMOv3+9hmq9UKs263G2Z7e/H/3Xc6/NpD7wfU5v7+fpjRcy4WC+wP1R09J9lut5jXjjtlNK6llHJ8fBxmNH5Ul9PpFNuknOaFxofmhMYny+m+ND7ZuNNemtVmpN1uV11XSimr1aoqy/Yv+p1C96XrSDbuNEY0n3Qd7f2l8D5NY0B1kLVJ9629LqvL+/v7MKudz+dAz0HznJ1h9J5D6+TDhw9h9vj4iG3SmNPvalonL1++xDYnk0mY0RjR+jo4OMA2CZ0ntLdn70GE1gmdGTTu2ZqlsaU2qUay+rq7u6u6lvpDc310dIT9ofmk8aPzNvseRuuI9hKa6+x39cPDQ5hRHdAY7PI7jPbv7CyKZO9lNEb0Lkh7bdYmzSeNLY1Bdm7Ss9DvG/o9kf1GoXeS2vn8f9re6WpJkiRJkiRJkv5B/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaqTOU//heDwOs16vF2avX7/G+37zzTdhdnZ2FmaXl5d431rz+TzMZrNZmA2Hw+o2r66uwuzly5dhdn5+Xt3m9fV11XX0nFQjpfD41ba5y7hTfyijGimllOl0WtWf/f39MKO1kI1B7XPSfUejEbb5888/hxk9C913l7mmNndRuwafY05KeZ7xq90rSillMBhUZdkao72Gsl32r6ZYLpdh1m63q++7Wq3C7OHhoeqem82muk2qn8ViEWaTyaS6zb29+G8CKOt2u2G23W6xP3Rt7Xyu12vMqU/0nJ1O/Ep5fHyMbZ6enoYZjcH9/X2YZe8ctM/QGNE7b7/fr8pK4fmktUJZViNZnyJZDRGqIRpbqoNsL6E9imqIaoTapH2klFIeHx+r2txlDGhfpPms3feekkdo/LJ1fXNzU33tl0TzQXtpNs+0f1PdUUb9KYXfrahm6RzPzkaqEcpozzs5OQmzbNxpH6H3Mloj2btwlkdovrIzobY2qa+0ZrOc6vbg4CDMjo6Oqq7L2qR1TfXearWwTVoPdM7T+svapLmm39W153gpfFbf3d2FWe07Eq3Np+QR2oOofkrhuaZvRdRmtp9S3VJG83V7e4tt0rxk/c34F9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRvIDtyRJkiRJkiSpkfzALUmSJEmSJElqpM5T/+FwOAyzXq9X3YGrq6uqbDAYhNnr16+xzZOTkzCbzWafPSullPl8HmY0ttl9a9F9a/tzfX2NbV5eXobZaDQKs7Ozs6qsFH4WQs85nU7xWprrXe5bazweV2UkW2NUCzQG1J9d1hjV1/n5edV1pZTyr//6r5hHaud6f38f82xeIrV1kKH1SWsz6w+NH9UB1WW2l5Dn2qdrbLfbMGu1WmG2t8f/373ZbMKMnn+1WlXds5RS1ut1mNF7R+0eXAqPEfX34OCg6p6dDr+GUd5ut8Msm09C405jQH3NzmIaP3rOyWQSZvQcGXoWev88PDwMs2wMqE6oph8fH8MsqwNan9TmYrEIM9qDSuHxo/fzo6OjMKMaKYVr4e7uLsxqz5ps3Gn/6vf7YdbtdsMs20sIrWvqa7aHU33RnFGbWX3VrpUvrfaszva1+/v7MKNap5ql/Tm7ls7cjx8/hhnt7aVw7dG7Mu0/VDvZuNMY0NqkOqD+lFLK7e1t1X2Pj4/DLJtr2odpTmgvyNYlnTfUJu0xVAfZ/k39oYz27+wMqz2naHyy/ZvGgc7qb7/9Nsyyb4afPn0Ks5ubmzCj/YJqj+5ZCv9urP29QHWQ5bSXvHjxIsyo3kvhc6P2N0G2h+/ymzTjX3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZH8wC1JkiRJkiRJaiQ/cEuSJEmSJEmSGskP3JIkSZIkSZKkRup8jpu02+2qrJRSJpNJmH348CHMlstlmA2HQ2zzzZs3mEd+/vnnMLu6uqpu88cff6y6708//RRm19fX2J/Xr19jHpnNZmFWO66llHJ5eRlm+/v7Vf3J8rOzszB7+/ZtmFFfSynlT3/6E+YRGj+q6fF4jPedz+dhRmNAWVbvg8Ggqj9032yuaYyoP9l9yWg0qrrvdDoNMxofykrJa7PGxcUF5jQGtfVFWZbTuNNaof20lFLOz8+r+vOldbvdMKO9lNZIKXyWPz4+VmUZanNvL/7/eVpflJVSSqcTvxZRm6enp3jfCM1XKTwvlPV6vTDL3svoOTebDV4babVamNO407XUV7pnKaX0+/0wozE6OTkJM9oPaU5K4ffaxWIRZjQnND5Zm7Vn0Xa7xTbprKb+HhwchFm2jiin+lqtVmFGY0DXlcLPSX2lLKsvyimjdXR4eIht1tYmzXX2G4/GaL1e47VfEo35Ls9Pz0jvR3RdNs/0W572mF9++aXqnlmfvv/++zCj56T3g+xdhuaTzmqaz2zca991dtm76GzM+hu5ubnBnNY07SN0Vh8fH4dZdoZleYTGNqv3u7u7qozqINsPqW7p3KT34ez9k8aWzhNan7TvZe+0t7e3mNfY5b2f1tjR0VGYZb9R6MzJ9oTILr81sjHK+BfckiRJkiRJkqRG8gO3JEmSJEmSJKmR/MAtSZIkSZIkSWokP3BLkiRJkiRJkhrJD9ySJEmSJEmSpEbyA7ckSZIkSZIkqZFa2+12+4/uhCRJkiRJkiRJfy//gluSJEmSJEmS1Eh+4JYkSZIkSZIkNZIfuCVJkiRJkiRJjeQHbkmSJEmSJElSI/mBW5IkSZIkSZLUSH7gliRJkiRJkiQ1kh+4JUmSJEmSJEmN5AduSZIkSZIkSVIj+YFbkiRJkiRJktRI/xtEe3HjXkU4wgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x3000 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "============================================================\n",
      "FINAL ANALYSIS\n",
      "============================================================\n",
      "Moffat wins: 1/1\n",
      "Gaussian wins: 0/1\n",
      "\n",
      "✅ MOFFAT DOMINATES with average advantage 10.1%\n",
      "\n",
      "✅ Analysis complete!\n",
      "CPU times: user 2min 12s, sys: 28.9 s, total: 2min 41s\n",
      "Wall time: 2min 40s\n"
     ]
    }
   ],
   "source": [
    "%time fname = \"RAW/IMG_3344.DNG\"; test_configs = [{'size':7, 'param': 2, 'beta': 2.0}]; max_iter=30; crop_size=64; do_it_mono()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
